{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch import nn\n",
    "from torch.utils.data import Dataset,DataLoader\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    }
   ],
   "source": [
    "transform = transforms.Compose([\n",
    "    # transforms.RandomCrop(32, padding=4),\n",
    "    # transforms.RandomHorizontalFlip(),\n",
    "    # transforms.RandomRotation(15),\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))  # 举例的均值和标准差\n",
    "])\n",
    "\n",
    "batch_size = 64\n",
    "\n",
    "trainset = torchvision.datasets.CIFAR100(root='./data', train=True,\n",
    "                                        download=True, transform=transform)\n",
    "trainloader = torch.utils.data.DataLoader(trainset, batch_size=batch_size,\n",
    "                                          shuffle=True, num_workers=2)\n",
    "\n",
    "testset = torchvision.datasets.CIFAR100(root='./data', train=False,\n",
    "                                       download=True, transform=transform)\n",
    "testloader = torch.utils.data.DataLoader(testset, batch_size=batch_size,\n",
    "                                         shuffle=False, num_workers=2)\n",
    "# classes = ('plane', 'car', 'bird', 'cat',\n",
    "#            'deer', 'dog', 'frog', 'horse', 'ship', 'truck')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['airplane', 'deer', 'dog', 'dog', 'frog', 'cat', 'ship', 'frog', 'frog', 'cat', 'ship', 'frog', 'cat', 'frog', 'dog', 'airplane', 'dog', 'frog', 'ship', 'automobile', 'horse', 'ship', 'ship', 'dog', 'airplane', 'automobile', 'horse', 'automobile', 'airplane', 'truck', 'airplane', 'horse']\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['cat', 'ship', 'ship', 'airplane', 'frog', 'frog', 'automobile', 'frog', 'cat', 'automobile', 'airplane', 'truck', 'dog', 'horse', 'truck', 'ship', 'dog', 'horse', 'ship', 'frog', 'horse', 'airplane', 'deer', 'truck', 'dog', 'bird', 'deer', 'airplane', 'truck', 'frog', 'frog', 'dog']\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# functions to show an image\n",
    "\n",
    "\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    #张量的形状通常是[C, H, W]（通道数、高度、宽度），而matplotlib预期的形状是[H, W, C]，因此需要使用.transpose()方法来调整通道的顺序。\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "# get some random training images\n",
    "dataiter = iter(trainloader)\n",
    "# images, labels = dataiter.next()\n",
    "images, labels = next(dataiter)\n",
    "# show images\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "\n",
    "readable_labels = [trainset.classes[l] for l in labels]\n",
    "print(readable_labels)\n",
    "\n",
    "# get some random training images\n",
    "dataiter = iter(testloader)\n",
    "# images, labels = dataiter.next()\n",
    "images, labels = next(dataiter)\n",
    "# show images\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "\n",
    "readable_labels = [trainset.classes[l] for l in labels]\n",
    "print(readable_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import torch.nn as nn\n",
    "import math\n",
    "import torch.utils.model_zoo as model_zoo\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "\n",
    "class h_sigmoid(nn.Module):\n",
    "    def __init__(self, inplace=True):\n",
    "        super(h_sigmoid, self).__init__()\n",
    "        self.relu = nn.ReLU6(inplace=inplace)\n",
    "\n",
    "    def forward(self, x):\n",
    "        return self.relu(x + 3) / 6\n",
    "\n",
    "class h_swish(nn.Module):\n",
    "    def __init__(self, inplace=True):\n",
    "        super(h_swish, self).__init__()\n",
    "        self.sigmoid = h_sigmoid(inplace=inplace)\n",
    "\n",
    "    def forward(self, x):\n",
    "        return x * self.sigmoid(x)\n",
    "\n",
    "class CoordAtt(nn.Module):\n",
    "    def __init__(self, inp, oup, reduction=32):\n",
    "        super(CoordAtt, self).__init__()\n",
    "        self.pool_h = nn.AdaptiveAvgPool2d((None, 1))\n",
    "        self.pool_w = nn.AdaptiveAvgPool2d((1, None))\n",
    "\n",
    "        mip = max(8, inp // reduction)\n",
    "\n",
    "        self.conv1 = nn.Conv2d(inp, mip, kernel_size=1, stride=1, padding=0)\n",
    "        self.bn1 = nn.BatchNorm2d(mip)\n",
    "        self.act = h_swish()\n",
    "        \n",
    "        self.conv_h = nn.Conv2d(mip, oup, kernel_size=1, stride=1, padding=0)\n",
    "        self.conv_w = nn.Conv2d(mip, oup, kernel_size=1, stride=1, padding=0)\n",
    "        \n",
    "\n",
    "    def forward(self, x):\n",
    "        identity = x\n",
    "        \n",
    "        n,c,h,w = x.size()\n",
    "        x_h = self.pool_h(x)\n",
    "        x_w = self.pool_w(x).permute(0, 1, 3, 2)\n",
    "\n",
    "        y = torch.cat([x_h, x_w], dim=2)\n",
    "        y = self.conv1(y)\n",
    "        y = self.bn1(y)\n",
    "        y = self.act(y) \n",
    "        \n",
    "        x_h, x_w = torch.split(y, [h, w], dim=2)\n",
    "        x_w = x_w.permute(0, 1, 3, 2)\n",
    "\n",
    "        a_h = self.conv_h(x_h).sigmoid() #.view(identity.size(0),-1,1,1)\n",
    "        a_w = self.conv_w(x_w).sigmoid() #.view(identity.size(0),-1,1,1)\n",
    "\n",
    "        out = identity * a_w * a_h\n",
    "\n",
    "        return out\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "class BasicBlock(nn.Module):\n",
    "    expansion = 4\n",
    "\n",
    "    def __init__(self, in_channel, out_channel, stride=1, downsample=None, **kwargs):\n",
    "        super(BasicBlock, self).__init__()\n",
    "\n",
    "        self.conv1 = nn.Conv2d(in_channels=in_channel, out_channels=out_channel,\n",
    "                               kernel_size=1, stride=stride, padding=0, bias=False)\n",
    "        self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "        self.relu = nn.ReLU(inplace=True)\n",
    "        # 使用CoordAtt替换3x3卷积\n",
    "        self.coord_att = CoordAtt(out_channel, out_channel)\n",
    "        self.conv2 = nn.Conv2d(in_channels=out_channel, out_channels=out_channel*self.expansion,\n",
    "                               kernel_size=1, stride=1, padding=0, bias=False)\n",
    "        self.bn2 = nn.BatchNorm2d(num_features=out_channel*self.expansion)\n",
    "\n",
    "        self.downsample = downsample\n",
    "\n",
    "    def forward(self, x):\n",
    "        identity = x\n",
    "\n",
    "        # 如果提供了downsample，则对输入x进行下采样\n",
    "        if self.downsample is not None:\n",
    "            identity = self.downsample(x)\n",
    "\n",
    "\n",
    "        # 1x1卷积\n",
    "        out = self.conv1(x)\n",
    "        out = self.bn1(out)        \n",
    "        out = self.relu(out)\n",
    "        \n",
    "        # 使用CoordAtt模块\n",
    "        out = self.coord_att(out)\n",
    "\n",
    "\n",
    "        out = self.conv2(out)\n",
    "        out = self.bn2(out)\n",
    "\n",
    "        out += identity\n",
    "        out = self.relu(out)\n",
    "\n",
    "        return out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "class Bottle2neck(nn.Module):\n",
    "    expansion = 4\n",
    "\n",
    "    def __init__(self, inplanes, planes, stride=1, downsample=None, baseWidth=26, scale = 4, stype='normal'):\n",
    "        \"\"\" Constructor\n",
    "        Args:\n",
    "            inplanes: input channel dimensionality\n",
    "            planes: output channel dimensionality\n",
    "            stride: conv stride. Replaces pooling layer.\n",
    "            downsample: None when stride = 1\n",
    "            baseWidth: basic width of conv3x3\n",
    "            scale: number of scale.\n",
    "            type: 'normal': normal set. 'stage': first block of a new stage.\n",
    "        \"\"\"\n",
    "        super(Bottle2neck, self).__init__()\n",
    "\n",
    "        width = int(math.floor(planes * (baseWidth/64.0)))\n",
    "        self.conv1 = nn.Conv2d(inplanes, width*scale, kernel_size=1, bias=False)\n",
    "        self.bn1 = nn.BatchNorm2d(width*scale)\n",
    "        \n",
    "        if scale == 1:\n",
    "          self.nums = 1\n",
    "        else:\n",
    "          self.nums = scale -1\n",
    "        if stype == 'stage':\n",
    "            self.pool = nn.AvgPool2d(kernel_size=3, stride = stride, padding=1)\n",
    "        convs = []\n",
    "        bns = []\n",
    "        for i in range(self.nums):\n",
    "          convs.append(nn.Conv2d(width, width, kernel_size=3, stride = stride, padding=1, bias=False))\n",
    "          bns.append(nn.BatchNorm2d(width))\n",
    "        self.convs = nn.ModuleList(convs)\n",
    "        self.bns = nn.ModuleList(bns)\n",
    "\n",
    "        self.conv3 = nn.Conv2d(width*scale, planes * self.expansion, kernel_size=1, bias=False)\n",
    "        self.bn3 = nn.BatchNorm2d(planes * self.expansion)\n",
    "\n",
    "        self.relu = nn.ReLU(inplace=True)\n",
    "        self.downsample = downsample\n",
    "        self.stype = stype\n",
    "        self.scale = scale\n",
    "        self.width  = width\n",
    "\n",
    "    def forward(self, x):\n",
    "        residual = x\n",
    "\n",
    "        out = self.conv1(x)\n",
    "        out = self.bn1(out)\n",
    "        out = self.relu(out)\n",
    "\n",
    "        spx = torch.split(out, self.width, 1)\n",
    "        for i in range(self.nums):\n",
    "          if i==0 or self.stype=='stage':\n",
    "            sp = spx[i]\n",
    "          else:\n",
    "            sp = sp + spx[i]\n",
    "          sp = self.convs[i](sp)\n",
    "          sp = self.relu(self.bns[i](sp))\n",
    "          if i==0:\n",
    "            out = sp\n",
    "          else:\n",
    "            out = torch.cat((out, sp), 1)\n",
    "        if self.scale != 1 and self.stype=='normal':\n",
    "          out = torch.cat((out, spx[self.nums]),1)\n",
    "        elif self.scale != 1 and self.stype=='stage':\n",
    "          out = torch.cat((out, self.pool(spx[self.nums])),1)\n",
    "\n",
    "        out = self.conv3(out)\n",
    "        out = self.bn3(out)\n",
    "\n",
    "        if self.downsample is not None:\n",
    "            residual = self.downsample(x)\n",
    "\n",
    "        out += residual\n",
    "        out = self.relu(out)\n",
    "\n",
    "        return out\n",
    "\n",
    "class Res2Net(nn.Module):\n",
    "\n",
    "    def __init__(self, block, layers, baseWidth = 26, scale = 4, num_classes=1000):\n",
    "        self.inplanes = 64\n",
    "        super(Res2Net, self).__init__()\n",
    "        self.baseWidth = baseWidth\n",
    "        self.scale = scale\n",
    "        self.conv1 = nn.Conv2d(3, 64, kernel_size=7, stride=2, padding=3,\n",
    "                               bias=False)\n",
    "        self.bn1 = nn.BatchNorm2d(64)\n",
    "        self.relu = nn.ReLU(inplace=True)\n",
    "        self.maxpool = nn.MaxPool2d(kernel_size=3, stride=2, padding=1)\n",
    "        self.layer1 = self._make_layer(block, 64, layers[0])\n",
    "        self.layer2 = self._make_layer(block, 128, layers[1], stride=2)\n",
    "        self.layer3 = self._make_layer(block, 256, layers[2], stride=2)\n",
    "        self.layer4 = self._make_layer (BasicBlock, 512, layers[3], stride=1)\n",
    "        self.avgpool = nn.AdaptiveAvgPool2d(1)\n",
    "        self.fc = nn.Linear(2048 , num_classes)\n",
    "\n",
    "        for m in self.modules():\n",
    "            if isinstance(m, nn.Conv2d):\n",
    "                nn.init.kaiming_normal_(m.weight, mode='fan_out', nonlinearity='relu')\n",
    "            elif isinstance(m, nn.BatchNorm2d):\n",
    "                nn.init.constant_(m.weight, 1)\n",
    "                nn.init.constant_(m.bias, 0)\n",
    "\n",
    "    def _make_layer(self, block, planes, blocks, stride=1):\n",
    "        downsample = None\n",
    "        if stride != 1 or self.inplanes != planes * block.expansion:\n",
    "            downsample = nn.Sequential(\n",
    "                nn.Conv2d(self.inplanes, planes * block.expansion,\n",
    "                          kernel_size=1, stride=stride, bias=False),\n",
    "                nn.BatchNorm2d(planes * block.expansion),\n",
    "            )\n",
    "\n",
    "        layers = []\n",
    "        layers.append(block(self.inplanes, planes, stride, downsample=downsample, \n",
    "                        stype='stage', baseWidth = self.baseWidth, scale=self.scale))\n",
    "        self.inplanes = planes * block.expansion\n",
    "        for i in range(1, blocks):\n",
    "            layers.append(block(self.inplanes, planes, baseWidth = self.baseWidth, scale=self.scale))\n",
    "\n",
    "        return nn.Sequential(*layers)\n",
    "\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.conv1(x)\n",
    "        x = self.bn1(x)\n",
    "        x = self.relu(x)\n",
    "        x = self.maxpool(x)\n",
    "\n",
    "        x = self.layer1(x)\n",
    "        x = self.layer2(x)\n",
    "        x = self.layer3(x)\n",
    "        x = self.layer4(x)\n",
    "\n",
    "        x = self.avgpool(x)\n",
    "        x = x.view(x.size(0), -1)\n",
    "        x = self.fc(x)\n",
    "\n",
    "        return x\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Res2Net(\n",
      "  (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
      "  (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "  (relu): ReLU(inplace=True)\n",
      "  (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
      "  (layer1): Sequential(\n",
      "    (0): Bottle2neck(\n",
      "      (conv1): Conv2d(64, 104, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(104, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (pool): AvgPool2d(kernel_size=3, stride=1, padding=1)\n",
      "      (convs): ModuleList(\n",
      "        (0-2): 3 x Conv2d(26, 26, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      )\n",
      "      (bns): ModuleList(\n",
      "        (0-2): 3 x BatchNorm2d(26, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "      (conv3): Conv2d(104, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "      (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (relu): ReLU(inplace=True)\n",
      "      (downsample): Sequential(\n",
      "        (0): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "    )\n",
      "    (1): Bottle2neck(\n",
      "      (conv1): Conv2d(256, 104, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(104, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (convs): ModuleList(\n",
      "        (0-2): 3 x Conv2d(26, 26, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      )\n",
      "      (bns): ModuleList(\n",
      "        (0-2): 3 x BatchNorm2d(26, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "      (conv3): Conv2d(104, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "      (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (relu): ReLU(inplace=True)\n",
      "    )\n",
      "  )\n",
      "  (layer2): Sequential(\n",
      "    (0): Bottle2neck(\n",
      "      (conv1): Conv2d(256, 208, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(208, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (pool): AvgPool2d(kernel_size=3, stride=2, padding=1)\n",
      "      (convs): ModuleList(\n",
      "        (0-2): 3 x Conv2d(52, 52, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
      "      )\n",
      "      (bns): ModuleList(\n",
      "        (0-2): 3 x BatchNorm2d(52, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "      (conv3): Conv2d(208, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (relu): ReLU(inplace=True)\n",
      "      (downsample): Sequential(\n",
      "        (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
      "        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "    )\n",
      "    (1): Bottle2neck(\n",
      "      (conv1): Conv2d(512, 208, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(208, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (convs): ModuleList(\n",
      "        (0-2): 3 x Conv2d(52, 52, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      )\n",
      "      (bns): ModuleList(\n",
      "        (0-2): 3 x BatchNorm2d(52, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "      (conv3): Conv2d(208, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (relu): ReLU(inplace=True)\n",
      "    )\n",
      "  )\n",
      "  (layer3): Sequential(\n",
      "    (0): Bottle2neck(\n",
      "      (conv1): Conv2d(512, 416, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(416, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (pool): AvgPool2d(kernel_size=3, stride=2, padding=1)\n",
      "      (convs): ModuleList(\n",
      "        (0-2): 3 x Conv2d(104, 104, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
      "      )\n",
      "      (bns): ModuleList(\n",
      "        (0-2): 3 x BatchNorm2d(104, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "      (conv3): Conv2d(416, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (relu): ReLU(inplace=True)\n",
      "      (downsample): Sequential(\n",
      "        (0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
      "        (1): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "    )\n",
      "    (1): Bottle2neck(\n",
      "      (conv1): Conv2d(1024, 416, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(416, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (convs): ModuleList(\n",
      "        (0-2): 3 x Conv2d(104, 104, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      )\n",
      "      (bns): ModuleList(\n",
      "        (0-2): 3 x BatchNorm2d(104, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "      (conv3): Conv2d(416, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (relu): ReLU(inplace=True)\n",
      "    )\n",
      "  )\n",
      "  (layer4): Sequential(\n",
      "    (0): BasicBlock(\n",
      "      (conv1): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (relu): ReLU(inplace=True)\n",
      "      (coord_att): CoordAtt(\n",
      "        (pool_h): AdaptiveAvgPool2d(output_size=(None, 1))\n",
      "        (pool_w): AdaptiveAvgPool2d(output_size=(1, None))\n",
      "        (conv1): Conv2d(512, 16, kernel_size=(1, 1), stride=(1, 1))\n",
      "        (bn1): BatchNorm2d(16, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "        (act): h_swish(\n",
      "          (sigmoid): h_sigmoid(\n",
      "            (relu): ReLU6(inplace=True)\n",
      "          )\n",
      "        )\n",
      "        (conv_h): Conv2d(16, 512, kernel_size=(1, 1), stride=(1, 1))\n",
      "        (conv_w): Conv2d(16, 512, kernel_size=(1, 1), stride=(1, 1))\n",
      "      )\n",
      "      (conv2): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (downsample): Sequential(\n",
      "        (0): Conv2d(1024, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "        (1): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "    )\n",
      "    (1): BasicBlock(\n",
      "      (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (relu): ReLU(inplace=True)\n",
      "      (coord_att): CoordAtt(\n",
      "        (pool_h): AdaptiveAvgPool2d(output_size=(None, 1))\n",
      "        (pool_w): AdaptiveAvgPool2d(output_size=(1, None))\n",
      "        (conv1): Conv2d(512, 16, kernel_size=(1, 1), stride=(1, 1))\n",
      "        (bn1): BatchNorm2d(16, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "        (act): h_swish(\n",
      "          (sigmoid): h_sigmoid(\n",
      "            (relu): ReLU6(inplace=True)\n",
      "          )\n",
      "        )\n",
      "        (conv_h): Conv2d(16, 512, kernel_size=(1, 1), stride=(1, 1))\n",
      "        (conv_w): Conv2d(16, 512, kernel_size=(1, 1), stride=(1, 1))\n",
      "      )\n",
      "      (conv2): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "    )\n",
      "  )\n",
      "  (avgpool): AdaptiveAvgPool2d(output_size=1)\n",
      "  (fc): Linear(in_features=2048, out_features=100, bias=True)\n",
      ")\n",
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net=Res2Net(Bottle2neck, [2, 2, 2, 2], baseWidth = 26, scale = 4, num_classes=100)\n",
    "print(net)\n",
    "# 选择设备，例如使用GPU\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "net.to(device)\n",
    "print(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.optim as optim\n",
    "import torch.optim.lr_scheduler as lr_scheduler\n",
    "\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.1, momentum=0.9,weight_decay=0.0001)\n",
    "scheduler = lr_scheduler.StepLR(optimizer, step_size=30, gamma=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "def validate(loss_vector, accuracy_vector):\n",
    "    loss = 0  # 总损失\n",
    "    correct_preds = 0  # 正确预测的数量\n",
    "    total_samples = 0  # 总样本数量\n",
    "\n",
    "    with torch.no_grad():  # 关闭梯度计算\n",
    "        for data in testloader:\n",
    "            inputs, labels = data\n",
    "            inputs, labels = inputs.to(device), labels.to(device)  # 将数据移动到指定设备\n",
    "\n",
    "            outputs = net(inputs)  # 前向传播获取预测结果\n",
    "            _, predicted = torch.max(outputs, 1)  # 获取预测的最高概率对应的标签\n",
    "            total_samples += labels.size(0)  # 更新总样本数量\n",
    "            correct_preds += (predicted == labels).sum().item()  # 统计正确预测的数量\n",
    "\n",
    "            loss += criterion(outputs, labels).item()  # 计算当前批次的损失\n",
    "\n",
    "    average_loss = loss / total_samples  # 计算平均损失\n",
    "    loss_vector.append(average_loss)\n",
    "    accuracy = 100 * correct_preds / total_samples  # 计算准确率\n",
    "    accuracy_vector.append(accuracy)\n",
    "\n",
    "    print('\\nTest set: Average loss: {:.4f}, Accuracy: {}/{} ({:.0f}%)\\n'.format(\n",
    "        average_loss, accuracy, len(testloader.dataset), accuracy))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [],
   "source": [
    "lossv, accv = [], []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1,   782] loss: 1.810\n",
      "\n",
      "Test set: Average loss: 0.0653, Accuracy: 5.49/10000 (5%)\n",
      "\n",
      "loss:  0.06526012551784516\n",
      "accv:  5.49\n",
      "[2,   782] loss: 1.537\n",
      "\n",
      "Test set: Average loss: 0.0584, Accuracy: 12.18/10000 (12%)\n",
      "\n",
      "loss:  0.05843583254814148\n",
      "accv:  12.18\n",
      "[3,   782] loss: 1.356\n",
      "\n",
      "Test set: Average loss: 0.0516, Accuracy: 20.57/10000 (21%)\n",
      "\n",
      "loss:  0.05157790389060974\n",
      "accv:  20.57\n",
      "[4,   782] loss: 1.202\n",
      "\n",
      "Test set: Average loss: 0.0464, Accuracy: 26.74/10000 (27%)\n",
      "\n",
      "loss:  0.04640219209194183\n",
      "accv:  26.74\n",
      "[5,   782] loss: 1.083\n",
      "\n",
      "Test set: Average loss: 0.0440, Accuracy: 30.07/10000 (30%)\n",
      "\n",
      "loss:  0.043979561924934386\n",
      "accv:  30.07\n",
      "[6,   782] loss: 0.984\n",
      "\n",
      "Test set: Average loss: 0.0399, Accuracy: 34.97/10000 (35%)\n",
      "\n",
      "loss:  0.039928222918510434\n",
      "accv:  34.97\n",
      "[7,   782] loss: 0.902\n",
      "\n",
      "Test set: Average loss: 0.0385, Accuracy: 36.75/10000 (37%)\n",
      "\n",
      "loss:  0.038471301639080045\n",
      "accv:  36.75\n",
      "[8,   782] loss: 0.829\n",
      "\n",
      "Test set: Average loss: 0.0378, Accuracy: 38.33/10000 (38%)\n",
      "\n",
      "loss:  0.037761255502700805\n",
      "accv:  38.33\n",
      "[9,   782] loss: 0.762\n",
      "\n",
      "Test set: Average loss: 0.0368, Accuracy: 40.38/10000 (40%)\n",
      "\n",
      "loss:  0.03682866727113724\n",
      "accv:  40.38\n",
      "[10,   782] loss: 0.702\n",
      "\n",
      "Test set: Average loss: 0.0362, Accuracy: 41.12/10000 (41%)\n",
      "\n",
      "loss:  0.036194463872909546\n",
      "accv:  41.12\n",
      "[11,   782] loss: 0.641\n",
      "\n",
      "Test set: Average loss: 0.0369, Accuracy: 41.06/10000 (41%)\n",
      "\n",
      "loss:  0.03687792704105377\n",
      "accv:  41.06\n",
      "[12,   782] loss: 0.586\n",
      "\n",
      "Test set: Average loss: 0.0365, Accuracy: 42.07/10000 (42%)\n",
      "\n",
      "loss:  0.036506588459014895\n",
      "accv:  42.07\n",
      "[13,   782] loss: 0.539\n",
      "\n",
      "Test set: Average loss: 0.0376, Accuracy: 41.84/10000 (42%)\n",
      "\n",
      "loss:  0.03756792854070663\n",
      "accv:  41.84\n",
      "[14,   782] loss: 0.487\n",
      "\n",
      "Test set: Average loss: 0.0365, Accuracy: 43.34/10000 (43%)\n",
      "\n",
      "loss:  0.03654577968120575\n",
      "accv:  43.34\n",
      "[15,   782] loss: 0.440\n",
      "\n",
      "Test set: Average loss: 0.0384, Accuracy: 42.52/10000 (43%)\n",
      "\n",
      "loss:  0.03839216475486756\n",
      "accv:  42.52\n",
      "[16,   782] loss: 0.399\n",
      "\n",
      "Test set: Average loss: 0.0383, Accuracy: 42.67/10000 (43%)\n",
      "\n",
      "loss:  0.038263792085647584\n",
      "accv:  42.67\n",
      "[17,   782] loss: 0.359\n",
      "\n",
      "Test set: Average loss: 0.0396, Accuracy: 43.08/10000 (43%)\n",
      "\n",
      "loss:  0.03957444024085999\n",
      "accv:  43.08\n",
      "[18,   782] loss: 0.327\n",
      "\n",
      "Test set: Average loss: 0.0404, Accuracy: 43.07/10000 (43%)\n",
      "\n",
      "loss:  0.0404080598950386\n",
      "accv:  43.07\n",
      "[19,   782] loss: 0.293\n",
      "\n",
      "Test set: Average loss: 0.0421, Accuracy: 41.89/10000 (42%)\n",
      "\n",
      "loss:  0.04212528568506241\n",
      "accv:  41.89\n",
      "[20,   782] loss: 0.269\n",
      "\n",
      "Test set: Average loss: 0.0425, Accuracy: 42.44/10000 (42%)\n",
      "\n",
      "loss:  0.042462412822246554\n",
      "accv:  42.44\n",
      "[21,   782] loss: 0.251\n",
      "\n",
      "Test set: Average loss: 0.0431, Accuracy: 41.81/10000 (42%)\n",
      "\n",
      "loss:  0.04306261006593704\n",
      "accv:  41.81\n",
      "[22,   782] loss: 0.232\n",
      "\n",
      "Test set: Average loss: 0.0438, Accuracy: 42.06/10000 (42%)\n",
      "\n",
      "loss:  0.0438042221903801\n",
      "accv:  42.06\n",
      "[23,   782] loss: 0.211\n",
      "\n",
      "Test set: Average loss: 0.0438, Accuracy: 42.82/10000 (43%)\n",
      "\n",
      "loss:  0.043776209115982054\n",
      "accv:  42.82\n",
      "[24,   782] loss: 0.201\n",
      "\n",
      "Test set: Average loss: 0.0448, Accuracy: 42.0/10000 (42%)\n",
      "\n",
      "loss:  0.0447830992102623\n",
      "accv:  42.0\n",
      "[25,   782] loss: 0.195\n",
      "\n",
      "Test set: Average loss: 0.0446, Accuracy: 42.32/10000 (42%)\n",
      "\n",
      "loss:  0.044639274108409885\n",
      "accv:  42.32\n",
      "[26,   782] loss: 0.187\n",
      "\n",
      "Test set: Average loss: 0.0452, Accuracy: 41.96/10000 (42%)\n",
      "\n",
      "loss:  0.04521461071968079\n",
      "accv:  41.96\n",
      "[27,   782] loss: 0.182\n",
      "\n",
      "Test set: Average loss: 0.0448, Accuracy: 42.24/10000 (42%)\n",
      "\n",
      "loss:  0.04478582215309143\n",
      "accv:  42.24\n",
      "[28,   782] loss: 0.178\n",
      "\n",
      "Test set: Average loss: 0.0447, Accuracy: 43.1/10000 (43%)\n",
      "\n",
      "loss:  0.04473691532611847\n",
      "accv:  43.1\n",
      "[29,   782] loss: 0.170\n",
      "\n",
      "Test set: Average loss: 0.0460, Accuracy: 43.08/10000 (43%)\n",
      "\n",
      "loss:  0.046027397906780246\n",
      "accv:  43.08\n",
      "[30,   782] loss: 0.166\n",
      "\n",
      "Test set: Average loss: 0.0458, Accuracy: 42.69/10000 (43%)\n",
      "\n",
      "loss:  0.04576819815635681\n",
      "accv:  42.69\n",
      "[31,   782] loss: 0.052\n",
      "\n",
      "Test set: Average loss: 0.0413, Accuracy: 47.72/10000 (48%)\n",
      "\n",
      "loss:  0.041259403979778286\n",
      "accv:  47.72\n",
      "[32,   782] loss: 0.016\n",
      "\n",
      "Test set: Average loss: 0.0417, Accuracy: 48.26/10000 (48%)\n",
      "\n",
      "loss:  0.04168227037191391\n",
      "accv:  48.26\n",
      "[33,   782] loss: 0.010\n",
      "\n",
      "Test set: Average loss: 0.0421, Accuracy: 48.36/10000 (48%)\n",
      "\n",
      "loss:  0.04208583447933197\n",
      "accv:  48.36\n",
      "[34,   782] loss: 0.008\n",
      "\n",
      "Test set: Average loss: 0.0423, Accuracy: 48.62/10000 (49%)\n",
      "\n",
      "loss:  0.04229581989049912\n",
      "accv:  48.62\n",
      "[35,   782] loss: 0.006\n",
      "\n",
      "Test set: Average loss: 0.0425, Accuracy: 48.65/10000 (49%)\n",
      "\n",
      "loss:  0.04246015931367874\n",
      "accv:  48.65\n",
      "[36,   782] loss: 0.005\n",
      "\n",
      "Test set: Average loss: 0.0426, Accuracy: 48.83/10000 (49%)\n",
      "\n",
      "loss:  0.042553093814849854\n",
      "accv:  48.83\n",
      "[37,   782] loss: 0.005\n",
      "\n",
      "Test set: Average loss: 0.0426, Accuracy: 48.99/10000 (49%)\n",
      "\n",
      "loss:  0.04259063900709152\n",
      "accv:  48.99\n",
      "[38,   782] loss: 0.004\n",
      "\n",
      "Test set: Average loss: 0.0426, Accuracy: 49.01/10000 (49%)\n",
      "\n",
      "loss:  0.042611271595954896\n",
      "accv:  49.01\n",
      "[39,   782] loss: 0.004\n",
      "\n",
      "Test set: Average loss: 0.0426, Accuracy: 49.19/10000 (49%)\n",
      "\n",
      "loss:  0.04260421785116196\n",
      "accv:  49.19\n",
      "[40,   782] loss: 0.004\n",
      "\n",
      "Test set: Average loss: 0.0426, Accuracy: 49.18/10000 (49%)\n",
      "\n",
      "loss:  0.04258263944387436\n",
      "accv:  49.18\n",
      "[41,   782] loss: 0.003\n",
      "\n",
      "Test set: Average loss: 0.0425, Accuracy: 49.2/10000 (49%)\n",
      "\n",
      "loss:  0.04251924623250961\n",
      "accv:  49.2\n",
      "[42,   782] loss: 0.003\n",
      "\n",
      "Test set: Average loss: 0.0424, Accuracy: 49.35/10000 (49%)\n",
      "\n",
      "loss:  0.04241224848031998\n",
      "accv:  49.35\n",
      "[43,   782] loss: 0.003\n",
      "\n",
      "Test set: Average loss: 0.0424, Accuracy: 49.39/10000 (49%)\n",
      "\n",
      "loss:  0.04235746910572052\n",
      "accv:  49.39\n",
      "[44,   782] loss: 0.003\n",
      "\n",
      "Test set: Average loss: 0.0423, Accuracy: 49.31/10000 (49%)\n",
      "\n",
      "loss:  0.04227707417011261\n",
      "accv:  49.31\n",
      "[45,   782] loss: 0.003\n",
      "\n",
      "Test set: Average loss: 0.0422, Accuracy: 49.38/10000 (49%)\n",
      "\n",
      "loss:  0.0421807811498642\n",
      "accv:  49.38\n",
      "[46,   782] loss: 0.003\n",
      "\n",
      "Test set: Average loss: 0.0421, Accuracy: 49.38/10000 (49%)\n",
      "\n",
      "loss:  0.04206164091825485\n",
      "accv:  49.38\n",
      "[47,   782] loss: 0.003\n",
      "\n",
      "Test set: Average loss: 0.0420, Accuracy: 49.4/10000 (49%)\n",
      "\n",
      "loss:  0.04195872195959091\n",
      "accv:  49.4\n",
      "[48,   782] loss: 0.003\n",
      "\n",
      "Test set: Average loss: 0.0419, Accuracy: 49.28/10000 (49%)\n",
      "\n",
      "loss:  0.0418774041056633\n",
      "accv:  49.28\n",
      "[49,   782] loss: 0.003\n",
      "\n",
      "Test set: Average loss: 0.0418, Accuracy: 49.28/10000 (49%)\n",
      "\n",
      "loss:  0.041791189002990725\n",
      "accv:  49.28\n",
      "[50,   782] loss: 0.003\n",
      "\n",
      "Test set: Average loss: 0.0417, Accuracy: 49.21/10000 (49%)\n",
      "\n",
      "loss:  0.04168807679414749\n",
      "accv:  49.21\n",
      "Finished Training\n",
      "CPU times: total: 19min 3s\n",
      "Wall time: 1h 1min 47s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "for epoch in range(0,50):  # loop over the dataset multiple times\n",
    "\n",
    "    running_loss = 0.0\n",
    "    for i, data in enumerate(trainloader, 0):\n",
    "        # get the inputs; data is a list of [inputs, labels]\n",
    "        inputs, labels = data\n",
    "\n",
    "        inputs, labels = inputs.to(device), labels.to(device)  # 将数据移动到指定设备\n",
    "\n",
    "        # zero the parameter gradients\n",
    "        optimizer.zero_grad()\n",
    "\n",
    "        # forward + backward + optimize\n",
    "        outputs = net(inputs)\n",
    "        loss = criterion(outputs, labels)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "        running_loss += loss.item()\n",
    "\n",
    "    print(f'[{epoch + 1}, {i + 1:5d}] loss: {running_loss / 2000:.3f}')\n",
    "    running_loss = 0.0\n",
    "    scheduler.step()\n",
    "    validate(lossv, accv)\n",
    "    print('loss: ',lossv[-1])\n",
    "    print('accv: ',accv[-1])\n",
    "\n",
    "print('Finished Training')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.06526012551784516, 0.05843583254814148, 0.05157790389060974, 0.04640219209194183, 0.043979561924934386, 0.039928222918510434, 0.038471301639080045, 0.037761255502700805, 0.03682866727113724, 0.036194463872909546, 0.03687792704105377, 0.036506588459014895, 0.03756792854070663, 0.03654577968120575, 0.03839216475486756, 0.038263792085647584, 0.03957444024085999, 0.0404080598950386, 0.04212528568506241, 0.042462412822246554, 0.04306261006593704, 0.0438042221903801, 0.043776209115982054, 0.0447830992102623, 0.044639274108409885, 0.04521461071968079, 0.04478582215309143, 0.04473691532611847, 0.046027397906780246, 0.04576819815635681, 0.041259403979778286, 0.04168227037191391, 0.04208583447933197, 0.04229581989049912, 0.04246015931367874, 0.042553093814849854, 0.04259063900709152, 0.042611271595954896, 0.04260421785116196, 0.04258263944387436, 0.04251924623250961, 0.04241224848031998, 0.04235746910572052, 0.04227707417011261, 0.0421807811498642, 0.04206164091825485, 0.04195872195959091, 0.0418774041056633, 0.041791189002990725, 0.04168807679414749] \n",
      " [5.49, 12.18, 20.57, 26.74, 30.07, 34.97, 36.75, 38.33, 40.38, 41.12, 41.06, 42.07, 41.84, 43.34, 42.52, 42.67, 43.08, 43.07, 41.89, 42.44, 41.81, 42.06, 42.82, 42.0, 42.32, 41.96, 42.24, 43.1, 43.08, 42.69, 47.72, 48.26, 48.36, 48.62, 48.65, 48.83, 48.99, 49.01, 49.19, 49.18, 49.2, 49.35, 49.39, 49.31, 49.38, 49.38, 49.4, 49.28, 49.28, 49.21]\n",
      "lossv 和 accv 已保存到 loss_acc_data_res2net.pkl 文件中。\n"
     ]
    }
   ],
   "source": [
    "import pickle\n",
    "# 将lossv和accv保存到文件中\n",
    "with open('loss_acc_data_30res2net4att18.pkl', 'wb') as f:\n",
    "    pickle.dump((lossv, accv), f)\n",
    "\n",
    "# 加载lossv和accv\n",
    "with open('loss_acc_data_30res2net4att18.pkl', 'rb') as f:\n",
    "    lossv, accv = pickle.load(f)\n",
    "print(lossv,'\\n',accv)\n",
    "\n",
    "print(\"lossv 和 accv 已保存到 loss_acc_data_res2net.pkl 文件中。\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [],
   "source": [
    "PATH = './cifar_30net4att18.pth'\n",
    "torch.save(net.state_dict(), PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'validation accuracy')"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "epochs=50\n",
    "plt.figure(figsize=(5,3))\n",
    "plt.plot(np.arange(1,epochs+1), lossv)\n",
    "plt.title('validation loss')\n",
    "\n",
    "plt.figure(figsize=(5,3))\n",
    "plt.plot(np.arange(1,epochs+1), accv)\n",
    "plt.title('validation accuracy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'validation accuracy')"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pickle\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 加载lossv和accv\n",
    "with open('loss_acc_data_30res2net4att50.pkl', 'rb') as f:\n",
    "    lossv1, accv1 = pickle.load(f)\n",
    "\n",
    "with open('loss_acc_data_30res2net50.pkl', 'rb') as f:\n",
    "    lossv3, accv3 = pickle.load(f)\n",
    "\n",
    "epochs = 50\n",
    "plt.figure(figsize=(5,3))\n",
    "plt.plot(np.arange(1,epochs+1), lossv1)\n",
    "plt.plot(np.arange(1,epochs+1), lossv3)\n",
    "plt.legend(['Res2Net-CA-50','Res2Net-50'])\n",
    "plt.title('validation loss')\n",
    "\n",
    "plt.figure(figsize=(5,3))\n",
    "plt.plot(np.arange(1,epochs+1), accv1)\n",
    "plt.plot(np.arange(1,epochs+1), accv3)\n",
    "plt.legend(['Res2Net-CA-50','Res2Net-50'])\n",
    "plt.title('validation accuracy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2.43, 4.23, 8.49, 13.8, 19.11, 22.14, 26.01, 27.38, 29.36, 32.2, 28.13, 34.75, 36.79, 37.8, 37.64, 42.94, 42.77, 42.72, 41.89, 41.13, 41.52, 41.04, 41.23, 41.24, 41.87, 41.63, 40.97, 41.32, 41.66, 41.9, 42.19, 42.16, 42.02, 42.12, 42.23, 42.23, 42.29, 42.33, 42.41, 42.4, 42.45, 42.44, 42.41, 42.6, 42.5, 42.54, 42.51, 42.52, 42.49, 42.45]\n",
      "[1.17, 2.98, 6.55, 9.88, 14.85, 18.73, 22.03, 24.31, 26.34, 26.87, 30.04, 25.66, 31.89, 29.74, 34.63, 40.47, 41.1, 40.59, 40.62, 41.26, 40.33, 39.89, 40.15, 39.2, 38.97, 38.91, 38.72, 38.5, 38.99, 38.84, 39.57, 39.81, 40.04, 39.93, 40.02, 40.13, 40.23, 40.13, 40.16, 40.11, 40.25, 40.27, 40.37, 40.21, 40.31, 40.31, 40.21, 40.21, 40.26, 40.19]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pickle\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 加载lossv和accv\n",
    "with open('loss_acc_data_res2net4att50.pkl', 'rb') as f:\n",
    "    lossv1, accv1 = pickle.load(f)\n",
    "\n",
    "with open('loss_acc_data_res2net50.pkl', 'rb') as f:\n",
    "    lossv3, accv3 = pickle.load(f)\n",
    "\n",
    "epochs = 50\n",
    "plt.figure(figsize=(5,3))\n",
    "plt.plot(np.arange(1,epochs+1), lossv1)\n",
    "plt.plot(np.arange(1,epochs+1), lossv3)\n",
    "plt.legend(['Res2Net-CA-50','Res2Net-50'])\n",
    "plt.title('validation loss')\n",
    "\n",
    "plt.figure(figsize=(5,3))\n",
    "plt.plot(np.arange(1,epochs+1), accv1)\n",
    "plt.plot(np.arange(1,epochs+1), accv3)\n",
    "plt.legend(['Res2Net-CA-50','Res2Net-50'])\n",
    "plt.title('validation accuracy')\n",
    "print(accv1)\n",
    "print(accv3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[5.73, 11.91, 16.88, 22.15, 25.71, 28.31, 31.08, 31.31, 33.18, 35.4, 36.53, 37.6, 37.93, 37.71, 38.47, 44.46, 44.95, 44.88, 44.73, 44.75, 44.43, 44.52, 44.15, 44.28, 44.14, 44.37, 44.6, 44.45, 44.45, 44.18, 44.22, 44.3, 44.29, 44.35, 44.43, 44.57, 44.57, 44.52, 44.56, 44.53, 44.5, 44.53, 44.52, 44.58, 44.62, 44.61, 44.64, 44.61, 44.57, 44.56]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pickle\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 加载lossv和accv\n",
    "with open('loss_acc_data_res2net4att18.pkl', 'rb') as f:\n",
    "    lossv1, accv1 = pickle.load(f)\n",
    "\n",
    "with open('loss_acc_data_res2net.pkl', 'rb') as f:\n",
    "    lossv3, accv3 = pickle.load(f)\n",
    "\n",
    "epochs = 50\n",
    "plt.figure(figsize=(5,3))\n",
    "plt.plot(np.arange(1,epochs+1), lossv1)\n",
    "plt.plot(np.arange(1,epochs+1), lossv3)\n",
    "plt.legend(['Res2Net-CA-18','Res2Net-18'])\n",
    "plt.title('validation loss')\n",
    "\n",
    "plt.figure(figsize=(5,3))\n",
    "plt.plot(np.arange(1,epochs+1), accv1)\n",
    "plt.plot(np.arange(1,epochs+1), accv3)\n",
    "plt.legend(['Res2Net-CA-18','Res2Net-18'])\n",
    "plt.title('validation accuracy')\n",
    "print(accv3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'validation accuracy')"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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d98PkfTFJkiSpqqrUtPjMM88wYsQIoqKiSEtL47XXXsNisTBmzBgURWHSpEnMmDGD2NhYYmNjmTFjBj4+Ptxzzz01VX5JkiTpOlelQHby5Enuvvtuzp49S0hICF27duXPP/8kOjoagGeffZbCwkLGjRvnfiB6xYoVlX6GTJIkSZKq6qob/d5iseDv709OTo5sZpQosDlIPJuPj0FHTLCptosjSdIVVNl4UOXnyCSpJqTnWtlzMpvEs/kcO5tPYno+iWfzSbUUudP0ig1mbN8mdGscJIcvkyTJTQYyqdZl5tvo//Zacq2OMrcH+OjJLXKw4fBZNhw+S7uGAYzr24SBLcLQaGRAk6TrnQxkUq37eU8KuVYH9Xz0dG8aTONgEzHBJhoFm4gJMlHPZCA5s4BP1h9j4fZk/krO5vH/7aBJiIl/9GnCyPaRGHRyIgdJul7Je2RSrbvzo01sP5HFS8Nb8GivxhWmTc+1Mn9TIl9uPkFukVqDC/Y10DzcTHSQDzHBJqKDTDQK8qFhoA9eenVQa6dLYCm0k11oJ6fQTnaBjdwiB75eOkJ8jYT4GQkyGdBpZUCsbUII7E6B1eHE6nCpi92JzemqYB9wCYHTpS7qe9yfjXoNZi89Zm8dZi89PgZtlZqnhRBYHS6K7E4K7U4KbWp5tIqCTqtBp1HQazXotAo6jeL+d+QSAiHU/V3nvWo1CgadBr1WwaDVXJNN5S6XGloup9WksvFABjKpViVnFtDrrTUoCmx+/ibC/b0qtV9ukZ0FW5KYuzGR9FxrmWkUBYJ9jRTZnOU2W16YPtDHQIifkWBfIw0DvYkN9aNZmB+xYb6E+hkv6YJTZHeSmlNEqqWIzHybeizUUXA0yrlXAEuRnax8NdBmFdjJKrCRXWAnu9CGRlEwGXSYjDpMRi0mow5fow4fgxajTlucF2iKy6hRFBQFDDoNAd4G6vnoCfAxUM+kp56PwR3kL4fL5XmBL3ktsDnJK3KQa3WQW2Qnr8hBntVBbvFrvtVBvs2pvlod5Nsc5FudFNgcWB0uavqqpNUo+HmpQc2o0+AUApdLFL+Cw+UqDoSu4u9VfhCtDnqtGggNOg06jQatBrSKgkajoC1ZFMX9Ny2LECBQA6VL/YCrJIAi0CiKO0+dRs1Lq1HOBZrz0rpcICgJvML9Q6E42+J8z50rh1Ngd7pwugR2l8DhdOES8OYdbRh9Q9QlnxfZ2UOqE5buSQGga0xQpYMYgJ+Xnn/0acJDPRqx92QOiWfzOZFRQGJGPicy8jl+toA8q6NUkPM16vD31uPvrcfPS+dOczbPiktARr6NjHwbkFvqmGYvHbFhfjQL8yXUz+tcDUAInE7hvhgW2p2kWqycKQ5eOYX2yzpHNcVLr8HPS1+qNlPynYQQKCigoAZJzgVeBbA51dpSTTPoNBh1movWXEpd/JVzQaDI7iS3yEFOoR1H8XfMLrCTXVD1v41eq+Cl02IoDoBOp8BefDF3uC4tAtudArtT/QFwLbE7r0w9SQYyqVYt2a0GspHt61/S/kadls6NAuncKNBjvRCCjHwbp7OLMBm1+HvrMXvr0ZfTdOh0CbIKbJzNs5KeayXNYuV4Rj6HzuRy+EwexzPysRQ52HEiix0nsqpcTi+9hnCzF8G+RjQaBXH+r1zApf78xc9LT4CPWmM6vwYV4G1AIMiznleLsTrJt6k1HFtxLUa48zuXv9XhctfwsotreA6XoMjuoshedm32vDNZ6e9o0Gow6jV46bWYDFr8vPT4GnX4eunw89LhV/ze16jH16jF54LapclQXLvUazDqtO7gVZ0deoRQv7elyI6l0I6lyI7V7nIHPM0FAVCnUfDSa/HSa/E2aPHSaSpsfhbFPwhKAlpJDVnhXA1ZURS15uJ0YXO6sDlc2J0u7A6Bzely12xKflyUNJM6XBevqXocT3Puh8e5suHO0+EqroW6mwDVHyvKea0E5/94ufC15FjnN6vqNRq0WgV9cfOqyXj5tf7KkIFMqjUHUy0cTM3FoNUwtHVEteatKArBvmoTYWVoNefSNy893R5Wh5Nj6ecCW1aBTW2eOe/CV9JkY9RpCDV7EW72ItzfizCzF2Yv3VVzH0QIQa7VQXa+nVyr/VwTk3JeTUZ7rrmz5N6OGijPBV+9Vr3Iexdf6LV1oAepoih4G9SgFGaufAtAVfLXaRV0F7l+q4FSWy3Nu5IMZFItKqmN9Y0Lwd9HX8ulqZhRp6VFhJkWEXX/vq2iKGrHB6+r+5xLUmXJLlpSrXC5BD+5mxUja7k0kiTVZTKQSbViZ1IWp7ILMRm03NQitLaLI0lSHSYDmVQrSmpjg1uHy/sEkiRdFhnIpCvO7nTx897TgGxWlCTp8slAJl1xG4+cJTPfRpDJQI8mQbVdHEmS6jgZyKQrrqS34s1tI+SQUJIkXTbZ/V66ogptTn7bnwrALRdrVnRY4fgGSFgO2Umg9waDCfQ+YPABvUl9NfqBKRR8w8A3VF10lXt+TJKkuk8GMumKWnXgDAU2Jw3qedMxKqB0gvyzcHgFJPwKR1eDLe/SDuTlrwY2n2D1s3CCy3neq0t9urdeNES0h/rtIaId+JXxNPTVTAjITQWnTQ3geu/aLlHtcNrVv2t5NDrQ1uHLndMBjkKwF6l/6/MXR/Gryw4ooGiKl/Peo4DLoaYpOVfu947iIUH0oNWr50qjK36vV8+b1ghag7pOd957jb70cZTi5Qqqw39ZqS766bwhqTxGutj5JexaACe3qkGmhF8ENBsM9TuoNTRbPtgLwFagBjl7ARRZID8N8tIh74z6H7QoR104VHGB0vZDwi/nPvuGqwGtfnu1pmfNVZciC1gt5z4bfaHBjdCwCzS8QQ2cNcXlgtzTkHkUMo+pS8ZRyExU3zsKz6U1+oNvyHm10zDwCij/wqLRQVBTCGkOQU3Ui1NtEEK9qNrz1b+xNU/9+9ryzr235qo/dPLTi5ez6t89P734b30RihZ0XuqF+PxXRVMcFKxqGc4PDsJZfGHXg0breXEvWa8t3nZhIBBONQC5A0jxq8uhft/zg407AClqkLEXgKMI7IXq4ro6x+uskKKB4bOg80M1figZyKQrJrvAxrpDacAFvRXPHoYlE859Dm8LcUOh2RC1tqSpwn00IaAoG/LS1KBWkKGu1+jUC5lGe+5VuODsIUjZDad3q+/zUuFwKhz+7eLHOra2+I0CoS2Kg1oXCGkGhdlQkAkFZ9Uy5Be/WnPBux6YQtTFN+Tce6+A4oB1rDhoJaoBKytRvaiVR9Gq389pBWuOumQcqfw5K6HRFwe1OPX7BMcW52tXf0R41AKsxT8oSoJO7nnv89ULb6lf6cUXauEqvkAXnXfBLvD8AVMThFMNlPb8qu3ncgAVnP8rTaNXa0Q6Q3HNqHjRFF/OhQsQxa0OxS0PQpQfiDU6Nb3Tfi7QOh2eNTbHeUHeaa3c36qm/57nkYFMumJ+3ZeK3SloHq5OjeJ25Hf1NbITjPoS/Btc+kEURQ0U3vXUC/LFNL3p3HtbPqTuU4Pa6T3qf1ovs1ozM/qB8bz3eWcgeSsk/akGmrR4ddkx79LLXhGNDgKiIbCxWnMKbHxuCYhStxflqLWTvDPFS5q6VFRbsReoATw9Qa31pB9Ql/gfa+Z7VIbWAAZftdZrKFlM6mfTeYHfFHzuvU+Qul95Si7GjqLSr8KpNp3pjOqFXlvyalAv/i5HGRf385vmij9fGAg02vOa6HSe71E4F2yEZ/BRtOp9YL2X+qrzUpuM9d5q2aryw66muJzq+XPZ1fIjzn2P87+P0e9iOVULGcikK+an3aeAMp4dO7ZGfW0x4vKC2OUymCCqi7pURueH1de8NEjeoi5JWyAnGbwDwRSkXmB9gtVXU7B6US7KvqB5LF3NozBLbQ4MbAyBxcEqqDhY+Udd/B6Pd4C6BMdW/bsLATknIf0gpB1QA1vmUXWb++J+fi1Ar3a2MRYHGYPfuWBjMKm/9D0u1OLcZ0Vz7sKs8z73vuSzroKAJF0dNFq1o9VVQgYy6Yo4kZHPlsRMAEa0O2+ke6cdjm9U3zfuVwslqwa+oWoQbjGitkty6RQFAhqqS+zA2i6NJFXJVVBHla51aZYiHpy3DSGgW+MgGtQ775fcyW1qk5ZPkHpvTJIkqYpkIJNq1Nk8K/d8toXEs/lEBnjz779dEKyOrlZfG/e9Otr+JUmqc2TTolRjsvJt3PfZFo6k5RFu9uL/HuvqWRsDOLoGF/C60c6J3x4lxCeEUJ9QQn1CCfMJc7+v51UPg8Zw1UxOKUnS1UMGMqlG5BTYuW/uFg6m5hLiZ+T//t6VqKALglhhFqTsZKeXkYWZuyuVr1FrxKA1YNQa3e8DvQK5u/ndDIweiEaRtTrp2iKEILMok9T8VHLtufjp/fA1+OJn8MNP74f+Is/+CSFwCRcaRXPN/hCUgUyqkhMZ+Ww+mkHrSH9aRpjRlDG9vaXIzgOfb2F/ioUgk4H/e6wLMcGm0pklbgDhYm1gfcBJl/AudI/sTlpBGmkFaZwpOENaQRpnC87iEA4ArE4rVqeVXHLPZZOTyI4zO4irF8cT7Z+gb8O+1+x/WOnyCSFwCAd2px27y06Ro4h8Rz4F9gIK7AXk2/Pdn61OKwoKiqKogQDFIyDYnDZsThtWp9Xj1eayAbj3LdkPQKNo0CpadBodOo3O471eoyffns/p/NOczj9Nan4qp/NOu/Mri7fOGz+9Hz56H+wu9Ts5XA5sTht2lx2b04ZAAHgcS6fRoVPU15LzIlCDnkCoARAXGjRoNVqP9Ofvb9Aa0Gv06LQ6DBr1vV6rR6/Rc0uTW7gh/Iaa/HMCMpBJlSSE4OutSby6LJ4iu/qgY4ifkb7NQujfPJQescGYvfTkWR08NG8bf53MoZ6PngWPdaFpaDnPkhxbgwDW+BjBWcDo5qMZGF26x5zT5STfkV/qolHyfmvqVr6M/5KErAQmrplI66DWPNHhCXrU7yEDWjXLLsrmcPZhjmQfwea0lb4wFi8mnYlA70CCvIII9ArEUMEzXkIIipxF5NpyybXlYrFZyLHmlHrNs+W5L8il8kBgc9oochRhdVopchRR5Cxyv55/UbfXwVEyFBRCvEMwG83k2fPIteWSX/xgd6GjkEJHIRReJBPAKZw4nU6sTmsNl1jVNqTtFQlkihCi7H8ZtcRiseDv709OTg5ms7m2iyMBGXlWnvthL6sOnAGgaagvKdmFFNjOjW2n0yjc0CiQApuDv07mYPbS8fVjXWkdWcHQTe+151heMiMb1Eev0bPxro346C/t2ZTsomzm75/P1we/Vv9TAx1COzC+/XhujLjxkvK80kqaf64GRY4iTlhOcDj7MIeyDnEo6xCHsw6TVpB2Sfn56f0I9A50B7U8m3oxzrPnYbFZcLgc1fwNKk+raPHR+2DSmzDpTPjofdRF54OX1kutnRTXVED9O5XUXkqat0uau92vxfdzS9K6cIEAFy5cQl0cLgcOl8Ndg3K4HDiFE6PWSH3f+kSYIgg3hRNhiiDMJ6xUE6LT5XQHtVxbLgWOAnSa0rUivUaPTqM7d0zhwOlynjt2cWuHBo279qgoivtzSQ22pIwleThcaq3WIc7V/uwuu7uma3fZ6RnZk+aBzS/5b1PZeCADmVSh9YfSefq7v0jPtWLQanh2SBwP94jB7nKxNTGTNQfTWZuQxrGz54b98TPq+OrRLrRrGFB+xpmJ8H575gYE8G49Mz0je/LRgI8uu7wZhRl8vu9zvk341v2rs0NoBx5t8yi9IntddTU0p8vJHyl/sOjwItadXIev3pdoczTR5mgamRu530eZo/DWVe+AwC7h4lTuKY5bjnPCcsL9mmRJ4nT+6XJrPw18G9C0XlN89b5lXtwcLgd59jwyCzPJLMp0XygvRqNo8DP4YTaY8Tf4YzaeezUbzPgZ/CoM9AatAS+tF146L7y0Xhh1Rrx13u77qXqNHoPWoF7si5vDSi7y0tVJBjLpshTZnby1PIHP/0gE1FrYe3e1p1X9smtYx8/msyYhjb0nc3iwRyPaNgio+ADbP4dlT3F/o6bsVmz8q+u/GBU3qtrKn1aQxqd7PuWHwz+4m5Ji68XycOuHGdJoSLkXL6fLyZHsI/yV/hdmg5lu9bvhb6z+AYFP5p5k8ZHF/Hjkx0rXctqGtGVUs1EMbjQYL51XlY95Jv8M+87uY1/GPvae3cv+s/vJs5c/u4CfwY/YgFhi68XSrF4zmtVrRmy9WEz6Mu53lkMIgcVmIbMo070UOYrcgen8xUfnc9X90JBqlwxk0iXbezKHf37/FwdT1Q4VD3SLZsrQFngbtNV3kG/vJyNhGf2iGyCAlXeuJNxU/VOopBWk8VX8V3yb8C0FjgIAIn0jebDZvQyxNsMrpjEHnafYcWYHO9N2suvMLnLt5zqSaBUtHUI70LtBb/o06EOMf0y5F1uHy0F6QTqZ1ky16am4Sen8m+in80/z45Ef2XJ6i3u/AGMANze+mZFNR6KguGtGJbWk4znHsdgs7vRmg5mRTUfyt2Z/I8Y/psyy5Nvz2X92P3vO7mFv+l72nd1HWmHpgGnQGIj296z9NTI3IsocRT1jPRlYpFolA5lUJU6XYGX8Geb9kegeSirY18Bbd7alf/Ow6j2YywlvNWaxzs7LIUG0DGrJtzd/W2ZSx9mz5CxdhjM7G9/evfBu3x5FW/WAmmPN4duEb1m14Qs6b8miz16BuRDyjfB9Tw3LOyk4tepF20fnQ7uQdqQXpnMk23MU+Qa+DejTsA/R5mi1R1lJz7L806QVpLnvo1RGt4hu3N7sdvo37F9hZwhQa1NLjy3lu4TvSMlPca/vEt6Fv8X9jUbmRuw7u489Z/ewJ30PR7OPlmoa1CgaYgNiaR3cmtbBrWkT3IYmAU1k05p01ZKBTKqUnAI7325P4svNJziZpXaS0GoUhreJ4F83tyTErwZmWj65Az7rz5PhEaz21jOu/TjGthvr3iwcDvI2biTnhx/IXbMWHOfusWiDgvDr3w+/AQPw6dYNjeHiA8y6iorIXbGCrIULKdy+w73epgNDcdbZoT6kPTKMpsNHExfY3H1xP5l7kvUn17P+5Hq2pm69aI83nUZHoFcgWkXr0d26pPu1UWukX1Q/bm16K5G+F5khuwwl99S+S/iO9afWVxg4I0wRtA1pS5vgNrQJbkPzwOaX3JlGkmrDFQlkM2fO5IUXXuDJJ5/k3XffBdQ28enTp/PJJ5+QlZVFly5d+OCDD2jVqlW1Fly6PMfS8/j8j0R+2HGKQrva+7Cej567b4zi/m7RRPjX4EzD6/9N0ZrX6d0oikIE3434juaBzbGdPEn2Dz+Qs2gxjjNn3Mm927VD37AheevX47Kca2LT+Phg6tMbU7duKFodwulAOBzgcCAcToTDgSP1NDnLfj63n0aDb58++N15G4eb+eK/ZjfMWYAzQ523zNSjB2FTnsfYtGmpYhfYC9h8ejMbTm4gsyiTCFOEuvhGuN8HeQddsZ6Hp/NO8/3h7/nx8I/k2nPdAattSFvahrQl2Dv4ipRDkmpKjQeybdu2MWrUKMxmM/369XMHsjfffJPXX3+d+fPn06xZM1577TXWr19PQkICfn4Xn5tGBrKaVWR3Mnv1ET5edxSHS/3TNw/346EejRjZPhIvfTXeByvPvGGsS9vB+PBQIkwRLL/1F1JffImcn35yJ9EGBOA/ciQBd96BMVadlkTY7eRv3UruqlXkrfodR3p6pQ+pr1+fgL/dif/tt6MP82wqdeblkfHxx2R+8SXCbgetlnp33UXwuLHogoKq5zvXMCGEvJ9VhwghEEVFOHNzceXm4rRYil9zUTQKutBQdCEh6EJC0PhUXIsWLheu/Hxc+RVPGKoxmdCYTCh1aEzTGg1keXl5dOzYkQ8//JDXXnuN9u3b8+677yKEoH79+kyaNInnnnsOAKvVSlhYGG+++SaPP/54tRVcqrqtiZk8v2gPx9LVf/B940L4e+/GdGscdOUugtY8eLMR0+r58YPZl7ub380k3WBO3HsfKAqm7t0JuPMOfG+6qcJmQ+FyUbR3L7mrVlF04CBoNShaHYqueNHrQKtD4+2Nb9++mHp0v+h/YFtSEmfeeou8VcUTfSoKXq1aYereHVOPHnh3aF9umYTTif3UKaxH1Tm8fHv1QtHJe081xWW14szJwZWTg9NiwZljwZVrwWnJxZlrwZWbp75acnHl5YJGi9bsh8bPjNbPV30t/qwY9OBUa/DC7kA47OpnuwOEC8VoRDEYUYwGFIMBTclnrQZHdjbOjEwcGWfV18xMnBkZOLIyEbbifFyuUq+uggKwV+7BbI2v77mg5uurBry8PFwWizsQUtnLuKKg8fND6+eHxmxG6+uLxmxG0ZczzJUQakuH1YawWhE2Gy6b1f0ZlwvFxxuNtw8ab2803t4en81Dh+DTuXMl/6qlVTYeXNL/tCeeeILhw4czYMAAXnvtNff6xMREUlNTGTRokHud0WikT58+bNq0qcxAZrVasVrPPWVuOa/pSKoeuUV23lx+kK/+TALUETleHdmKIa0jLrJnDTjxBy6XnXW+vgD0bdiXvO/U+cjMQ4cSOeudSmWjaDR4t2uHd7t21VY0Q1QUDWfPJv/PP0l7ZxZFe/dStG8fRfv2kfHJJyje3vjceAO+3bujCwvDevQotqPHsB47hi0xUf2PXczYrBlhL76IqUvdeBi7ugmnE0dqKrYTJ7AlJWE7kVT8ehxXXj5asxmt2YzG3x+tv7/6OcAfxcsLV0EBrtw8XHl5uPLzcJa8z8vFmWPBabEgiopq+ytWD43GHVQ0fr5o/cwIpwNHejqOtHREYSGuvDxseXnYEhMrzkunK/cHqRBCvdcsBC6LRW1qP3WqBr6QJ2Ns7GUFssqqciD75ptv2LFjB9u3by+1LTU1FYCwC5puwsLCOHHiRJn5zZw5k+nTp1e1GFIlrYo/w0s/7iPVov7Hv+uGhkwZ1gJ/74oHGq0xR9ew32DgrAZMehM3hN3AyY3vAmDq2bN2ynQBU9euxHy3EHtaGgWbN5P3xx/kb9qM8+xZ8tetJ3/d+jL3UwwGDDEx2FNTsR46RNKYMfgNHULYs8+ij6iFHw01TAiB8+xZbMePYz1+HNvx49iOn8B2/Dj2pCS1mbYcjuJrxWVRlHPBsCQwms3FgaG41lFc+xAuF64yamvO3FyEzeauyaPTouj05z4rSqlaiLBacdmsYHegDQhAGxyMLjAQbVAgusAgdMFBaOvVU2tyWi1otChaDWi1aquAVqvWXvzMaEzlPzsnhMCVn48jLR1HWhqO9HRc+fnnapYer35ojBV3zHJZre7my5Laa8mrcJb/0Lqi1aEYjWiMBo/aqcZoBEXBVVCIq7BADbqFhcWf1XVelewbcbmqFMiSk5N58sknWbFiBV5e5T+QeeEfpqL2+ylTpjB58mT3Z4vFQsOGDatSLKkMRXYnz36/hyV/qV21GwX5MOP2NnRvUssdAI6tYY1J7UjSM7IniiWPon37ALWjxdVEHxqK/8iR+I8ciRAC66FD5G/8g/xNm3Dm5WJs3ARjk8YYil/1DRqgaLU4srJIf/99sr9dSO6vy8lbs5bgx/9O4MMPX/Ric7UTdjuW5cvJ+uZbrAcPVnxfRq/H0KABhuhoDNFR6KOiMEQ3QutvVu8JFTcJOnNycFpycObkIAqL1Hs5vr5qE6DJF42vLxpfU3EzmD9afzNaf380vr516n5PVSmKgtbXF62vL8bGZT8vWBUaoxGN0Ygu+NrrBFSlQLZjxw7S0tLo1KmTe53T6WT9+vXMnj2bhIQEQK2ZRZz3CzQtLa1ULa2E0WjEWMf/c1+NZq8+wpK/UtBqFB7r1ZhJA2KvTEeOilhSIP0gayLVB5/7NuxL/qZNIATGZs3Qh4XWbvkqoCgKXnFxeMXFEfTIwxWm1dWrR8TUqdQbNYrU11+ncPsO0t97n+wfFhH6z3/i27MHGlPlR8e4Gjhzc8leuJDM/33lWZvSaNBHRmJo1Kh4iVZfo6PRR0Rc0jN/klRVVQpkN910E3v37vVY99BDD9G8eXOee+45GjduTHh4OCtXrqRDhw4A2Gw21q1bx5tvvll9pZYqdDDVwsfr1E4H79/VgeFtr5JmraNrSNZpOWIwoFW09IrsRf6n6r+Lq6VZsTp5tWhB9P/+h+XnX0j797+xnzzJqSefBEAXEoI+OgpDVPS5GkvDhmpNw2hE8fZG4+VVox1GnHl52I4cQePvjy44WK3hXNByYj91iswv/0f299+7a1/a4GAC77sXv5tuQh8dXaln+SSpJlXpf4mfnx+tW7f2WGcymQgKCnKvnzRpEjNmzCA2NpbY2FhmzJiBj48P99xzT/WVWiqX0yV47oe9OFyCQS3Drp4gBnBsDeuKuxJ3CuuE2WAm7Y8/APDteXU1K1YXRVHwv3k4fv36cvaTT8n+7jucmZnqzfz0dI8HtMuk06kBzdsLXWAQ+ogIdBHh6CPqo4+IQF8/Ql0XGlqpoGc7eYq8NWvIW7OG/G3bPHrOKcXNTtrgIHTBIeBykbd+PTjV5wwNTZsQ9NBDmEeMkMFLuqpU+8+9Z599lsLCQsaNG+d+IHrFihWVeoZMunxfbj7OX8nZ+Bl1vDKy9cV3uFJcLji2lrV+6v2xvg37Yj10GEdaGoqXF97nNVdfizQmE6FPTSL0qUk4c3LO68l3AvuJE+r7kydx5ecjCs+bWMrhwJWXB3l5ONPPYi1uvi9Fp0MfWR9Dg4booxpiaBiFIaoh+oZRiKJCctesIW/N2lL7a0OCEQWF6nGtVuynTmG/oDebT7euBD38MKaePeWzatJVSQ5RdQ05lV3IwFnrKLA5efXW1tzfNbq2i6QqyoHNH5Kz4U36RDXAqSj8ctsv+Hy3krR//xtT715EffJJbZfyqiGEQNhsai8wq1V9LSrCkX4W++kU7KdP40g5jf108ZKaWulnktBo8OnYEd9+/fDt18/dicBVWIgjI0OtKZ49izMjA6clF99ePfFq0aIGv60kla9GnyOTrj5CCP714z4KbE46R9fj3hujartIkHsG/vxQnbLFamGjyQenotA0oCkNzQ1J+kN9fsz3Grw/djkURUExGsFoxKOrRDnzEwqXC8eZM9iSkrGfTFZfk5OwJSVjS04GpxNTz5749e+HqVcvdPXqlcpD4+2t9jBs0KBGvpMk1SQZyK4Ry/acZvXBNAxaDTNvb4NGU81NQE4HpB+AlF2QnQz+kVAvBuo1Av8GoDnvkpt5DDb9F3YtgJIp1UOas7ZBI8iOp2/DvrgKCykovj90LXb0uJIUjUa9XxYRAWU8gC2Hr5KudTKQXQOyC2xMX7ofgHH9mhAbdpn3I10uOHtIDVolS+oecJQzmoJGjy2gIXMD/FkocjA4igh2OAkN8iPYK4aQRr0IadCdjdv/DUC/hv0o2LYNYbOhqx+BIebyn5GRyieDmHStk4HsGjDjlwOczbPRNNSXsX2bXF5mKbvgpwlwZm/pbUYz1G+v1sQsKZB1HLJPsE2v8Ip3IcdLprTX6Uhx96ArgOTf1AUI8gqidXBr0ja+AYBvD9mBQJKkyyMDWR236chZFm4/CcAbt7fBqLvEB1AdVlj3Jmx8F4QTdN5Qv4PnEtgYzhtJIasoi7e3/Zslx5YCEKwz8XS9jjRofBNnvf1JL0wnvSBdfS1MJ7som9Fxo9EoGvI3qt3uZbOiJEmXSwayOqzI7mTKYrXmdF/XKDo3Cry0jE7ugJ/GQfpB9XOr22HYv8FU9lA2Qgh+PPIjs3bMItuajYLCqLhRTOw4EbPh4j1N7Skp2I4dA60WU7eul1ZmSZKkYjKQ1WH/WXmIExkFhJmNPDuknC5tFbEXwpoZsHk2CBeYQmD4LGh5S7m7JOcm8/IfL7P9jDpodLN6zXi528u0C6n8KPR5G9Xeit5t26KVj1hIknSZZCCro3YmZfHphmMAvHZrG8xeVRzNPnkr/DgOMg6rn9uMgqFvgk/5tbocaw5/X/F3TuadxFvnzbh247i35b3oNVU79rlmxWtzNA9Jkq4sGcjqoCK7k2e++wuXgNs6RDKwZdkDMpfJYYN1b8DG/6i1MN9wGPEuxA2tcDeny8nzG57nZN5J6pvqM3fwXBr4Vf2ZI+FwkL95MyCfH5MkqXrIQFYHzVp5iGPp+YT4GZk6omXld0xPgEWPwem/1M/t7oYhM8G79AOyF/rwrw/ZeGojRq2Rd/u9e0lBDKBwz15cublo/f3xan0VDaElSVKdJQNZHbPjRKa7SXHmbW0I8KnE4K0uF2z7FFa+rD4L5l0PRrwHLUdW6pi/J/3OJ3vUIaSmdptKi6BLH7Iov/j+mE/3bnKKD0mSqoUMZHVIkd3JP7/bgxBwe8dIBlSmSdGSAj89AUdXq5+bDoCRH4BfeKWOeSznGC9ufBGAe1vcy4gmIy61+ADkyWGpJEmqZjKQ1SFv/5bAsbP5hJmNTL25ElOI7/8Rlj4JRdmg84JBr8ENj0IlH0DOs+Uxac0k8u35dArrxNOdn76s8juzsynae3XOBi1JUt0lA1kdsf14JnP/SARg5u1t8Pe5SE/B+J/guzHq+4j2cPunENKs0sdzCRcv/fESiTmJhPqE8naft6vcO/FC+Zs3g8uFMbYp+vDK1QglSZIuRgayOqDQ5uSf36tNind0bED/5hdpUsxOgiUT1PedHlIfbtZWLQjN3TuX35N+R6/R85++/yHYu+yHo6ui5PkxUw/ZrChJUvXRXDyJVNv+/VsCicVNii9frJei0wE/PKrOAdbghksKYhtPbeS/u/4LwItdXqRtSNtLLbqbEEIOSyVJUo2QgewqtzUxk3mb1CbFN+5oi7/3RYLSujcgeYs6wO8dn1U5iAHM2DIDgeDOZndyR7M7LqXYpdiOHMFx5gyK0YhP52t7NmhJkq4sGciuYsmZBYxbsAMh4G+dGtAvLrTiHRLXw/q31fcj3lPnCquilLwUknOT0Spanun8TNULXY7c39Vekz433ojGy6va8pUkSZKB7CqVXWBjzLytnM2z0TLCzNRbLtJLMT8DFv0dENDxAWh9+yUdt2QMxVZBrTDpTZeUR1ksv6nTuJgHD6q2PCVJkkAGsquS1eHk8f/t4Fh6PhH+Xsx76AZ8jRX0yxFCHb0+9zQEN4Mhb1zysXecUWdt7hRefc1/thMnsB44AFotvjfdVG35SpIkgQxkVx2XS/Ds93vYkpiJn1HHvIduIMx8kaa4LXPg0HLQGuHOeWC49JrU9lS1RtY5rPMl53Ehy28rADB16YKu3sWHw5IkSaoKGciuMu+sTOCn3SnoNAof3deJ5uEXmebk9F+w8l/q+8GvQ/ilj1+YVpBGUm4SCgodQjtccj4Xyl2+HAC/IYOrLU9JkqQSMpBdRf5vaxIfrDkKwIzb29Az9iLPbtny4ftHwGmDuOHqqB2XoaRZsXlgc/wMfpeVVwlbcjJF8fGg1eI3cGC15ClJknQ+GciuEmsT0njpR3X4pon9mzKqc8OKd3A51c4dGYfBHAkjZ1d66KnyuO+PhVXf/TFLcW3M58YbZLOiJEk1Qgayq8D+lByeWLATp0twe4dInhpYiaGkVrwEB5eduy9WwYSYleW+PxZefffHcovvj5kHD6m2PCVJks4nA1ktE0Iw+du/yLc56dY4iDfuaItysZrVljnw54fq+9s+hqgul12OzKJMjuaozZodQztedn4AtpMnKdq3DzQa/AYOqJY8JUmSLiQDWS3bdDSDhDO5+Bi0fHRfRwy6i/xJEn6F5c+r7wdMq/B5MYfLgRCiUuXYeWYnAE0DmlLPq3qaAHOLnx3zufFGdEFB1ZKnJEnShWQgq2XzNx0H4M5ODS4+SWbKLvj+YRAu6DgGekwqN+nR7KP0+bYPz294vlLlKHkQuia63cuHoCVJqkkykNWi5MwCVh04A8AD3RpVnDg7Cb4eDfYCaNIfhr9TbucOIQRvbn0Ti83CL4m/kJybfNGyVPZB6IKduzj9r39hP5NWYTr7qVMU7dlT3KwoeytKklRzZCCrRf/78wRCQK/YYJqG+pafsCgHFoyCvDMQ2gr+9kWFgwFvOLWBzac3uz8vOryownLkWHNIyEwALl4jS3v7bbK/+55TTz6JsNvLTVdSG/Pp3Bld8OVPASNJklQeGchqSYHNwTdbkwB4sHuj8hPaC2HhA5B+APwi4N6F4FX+Q9J2l51/b/s3AC2D1ClfFh9ejN1VftDZnbYbgaCRuVGF84658vMp3LMHgMLdu0l7991y01p+K34IWjYrSpJUw+TEmrXkx10pWIocRAX60LdZCKQdhMyjkHkMMopfM49BzklAgN4E93wL/g0qzPfbg99y3HKcQK9A5gyYw60/3UpGUQbrktcxILrsnoMl98cu9vxYwY4d4HCg+PggCgrInPs5Pp0749evn0c6e0oKRX/tAUXBPEgGMkmSapYMZLVACMEXxZ08HugahfaHhyD+x/J3MIXCrR9BRLsK880uyubDv9Ru+RM6TCDAK4Bbm97K3H1z+f7Q9+UHsko+P5a/+U8AzMOGovHxIevL/5Hy/BQaL/oBfWSkO51lRXGzYqdO6EJCKsxTkiTpclWpafGjjz6ibdu2mM1mzGYz3bp149dff3VvF0Iwbdo06tevj7e3N3379mX//v3VXui67s9jmSScycVbr+Vu819qEFO0aqBqdTv0ekYNXA//Bs8cgWcOQezFn8P68K8PybXl0qxeM25rehsAd8SqE2NuStnEqbxTpfbJt+dzIPMAcPH7Y/lb1EBm6tKVsGeewatNG1w5OZycPBlhs7nT5S5Xu937DZEPQUuSVPOqFMgaNGjAG2+8wfbt29m+fTv9+/dn5MiR7mD11ltvMWvWLGbPns22bdsIDw9n4MCB5Obm1kjh66r5xTM+j2ofjGnNVHVlr8nw+Hr42zy46V/Q/h6I6gq+IZUaeupo9lEWJiwE4LkbnkOr0QLQ0NyQrhFdEYgyO33sTtuNUziJ9I0k3BRebv6OrCysBw4CYOraBcVgIPI//0FjNlP01x7S3pkFgP30aQp37wZFkb0VJUm6IqoUyEaMGMGwYcNo1qwZzZo14/XXX8fX15c///wTIQTvvvsuL774IrfffjutW7fmiy++oKCggK+//rqmyl/nnMwqYGW82uV+gtcvkJOkjpXY86nLyvff2/+NUzjp37A/N0bc6LHtzmZ3AmqnD4fL4bGtsuMrFmzdBkJgaNrE3VxoaBBJ/ZkzAMj84gtyf/+d3JUrAfDu2BF92EVmtJYkSaoGl9xr0el08s0335Cfn0+3bt1ITEwkNTWVQefd3DcajfTp04dNmzZVS2GvBV/9mYRLwIhoJ8G7ioeZGvTqZc0htuHkBv449Qc6jY6nOz9danv/hv0J9AokvTCd9SfXA5C/aRMF27ZV+kHo/D/V7vymrt081vvddBOBDz4IQMqUF8j+7jsAzIPllC2SJF0ZVe7ssXfvXrp160ZRURG+vr4sXryYli1buoNVWFiYR/qwsDBOnDhRbn5WqxWr1er+bLFYqlqkOqPI7uSbbWqX+xf1X4OjEKJ7qPfFLpHdZeft7W8DcG/ze4kyR5VKo9fqGdlkJPP2z+P7Q9/TvTCSpEceBa2WE09owefiHT0Kijt6mLqWHtcxdPJTFOzaSdFfe7AW//1kt3tJkq6UKtfI4uLi2L17N3/++Sdjx45lzJgxxMfHu7dfOOCtEKLCQXBnzpyJv7+/e2nY8CLTl9RhP+0+RXaBnZvNRwk/+SsoGhjyxmVNv/JdwnccyzlGPWM9/t7u7+Wmuz1WDZZ/pPzByXffBiHA4aDbPjuhPqE08C2/W789NRXb8eOg0eBz442ltisGAw1mzULj7w+Ad4cO6C/4QSNJklRTqhzIDAYDTZs2pXPnzsycOZN27drx3nvvER6udhRITU31SJ+Wllaqlna+KVOmkJOT416Sky8+nFJdJIRg/qYTaHEyXf+lurLTgxDR9pLzzLHmuLvbj+8wHrOh/AelG/k34sbwG4k+7cS+ZqN7fe99LjqHda7wx0b+n2ptzKtlS7Tmso+hj4wkctY7GJo2Iejx8gOqJElSdbvskT2EEFitVmJiYggPD2dl8c1+AJvNxrp16+jevXu5+xuNRnd3/pLlWrTteBYHTlu437CGoPzD4BUA/V665PxcwsW//vgXOdYcmgY0dde4KnJnszsZtd4FgE+f3ji1CjFnoEdhZIX7Ffy5BQBTt64VpvPt0YMmy5bh17dv5b6EJElSNajSPbIXXniBoUOH0rBhQ3Jzc/nmm29Yu3Yty5cvR1EUJk2axIwZM4iNjSU2NpYZM2bg4+PDPffcU1PlrzPmb0okgFye1X8PTqD/S2C69KlNPtj9AWuS12DQGHil+yvoNBf/U/bIDuHUUYFTgWNjepN85g9uOOik+ZZUKKdvhhDCXSPz6VJxIJMkSaoNVQpkZ86c4f777+f06dP4+/vTtm1bli9fzsDi54WeffZZCgsLGTduHFlZWXTp0oUVK1bg5+dXI4WvK7Lybfy2/wxTdd/j47SoA/92euiS8/vt+G98sucTAKZ2n0qbkDaV2i979scArG+j8GPKF0S2EtxwEFixHvGCA0VX+p+D/cQJHKmpKHo9Pp2qZ8JNSZKk6lSlQDZ37twKtyuKwrRp05g2bdrllOmas/pgGrHiBPfqfldXDH0DtJc2OtiBjAO8tFFtkhzTcgy3NLmlUvsV7NhB/h9/gFbL9z0gPf80aU0UCn31eJ/NIP+PP/Dt06fUfiW1Me/27dF4e19SmSVJkmqSHP3+Clix/zTT9F+gxQUtR0JM70vKJ6Mwg4lrJlLkLKJH/R481anyD1Gnv/c+AAF33EFUnNrV3qlVyO3TAYCcn34qc7/84vtjPmV0u5ckSboayEBWwwptTvyPLKKr5gAurREGvXZJ+diddiavnUxqfirR5mje7P2mexiqi8n/cwsFW7ei6PUEj/2He6QPgPA7RwOQu+p3nBc8wydcLgqKa2Smbp4PQkuSJF0tZCCrYVv2H+Y55X8AKH2fh4DSDyxfjBCC17e8zs60nfjqfXm///v4G/0rvW/6+8W1sVGj0EdEMDB6ILH1Ymkb0pamXQZjjG2KsNmwLF/usa/10CGc2dkoPj54t25d5XJLkiRdCTKQ1TDvda8QpOSS5hWD0n3CJeXxTcI3/HD4BxQU3uz9Jo39G1d63/yNf1C4cyeK0UjQ39Xnu4xaIz+M+IEFwxag1Wjxv/VWAHJ+9GxeLJm2xadzJxSD4ZLKLkmSVNNkIKtBjsSNdMn+GYAzfd4Arb7Kefxx6g/e3PomAE92fJLeDSp/f+382li9u+7yGMT3/AegzTePAI2Gwp07sSUlude7mxVlt3tJkq5iMpDVFIcN+49PAvA9N9HixqqPPfjDoR8Y//t4nMLJsJhhPNz64Srtn7d2LUV796J4exP098fKTacPC8VU/NB6Sa1M2O0UbNsGXPxBaEmSpNokA1lN2fQ+3jlHOCvM7I6bhE5b+VPtdDl5Z/s7TNs8DYdwMCxmGK/0eKXCYaRK5ZGdTfr7/wUg8L570QVV/PC1u3nxp58QLheF+/bhKihA6++PsXnzSh9XkiTpSru0h5mkimUeQ6z/Nwrwqv0+hrZpVuldC+wFPLfhOdYmrwVgXPtx/KPtPyoVxByZmeSuWkXubyvI37IFHA40Pj4EPnzxmpzfTf3RmEzYT52icMcOCrar07v4dOmCopG/dyRJunrJQFbdhICfn0ZxFLHB2Zrlml7MbBZcqV1T81OZsHoCBzMPYtAYeK3nawyNGVrhPo70dHJXrcLy2woKtm4Fl8u9zRgXR8hTk9DVq3fRY2u8vfEbOoSc738g+8cfsZ88BcjnxyRJuvrJQFbd9v0AR1fjUAz8y/EQvZqH4mO4+Gnen7GfCb9PIL0wnUCvQN7r9x7tQ9tXuI/ll1849dzzYLe713m1aoXf4MGYBw3E0KhRlYoecOut5Hz/A7nLf0MU53nhRJqSJElXGxnIqlNhNiyfAsA3Xn/jeGEE41pdfF6u9SfX8/TapylyFtE0oCmzb5pNpG/FI9IXxceT8sKLYLfj1aoV5mHD8Bs8CEOD8ucVuxjvjh3RN2iA/eRJAHShoRhiGl1yfpIkSVeCvPlRnX6fDvlp2Os15ZWsQWgUuKl5aIW72Jw2Xv7jZXXYqcgefDn0y4sGMUdWFifHT0AUFWHq3YtGC78l6JGHLyuIASgaDf4jR7o/m7p1rVIHE0mSpNogA1l1Sd0H2z8HYFXj57Ghp3OjQIJ8jRXutvLESjKKMgj1DuW//f6Ln6HimQKEw8GpyZOxp6Sgj4oi8t//RtFWbqiqyvAfeW4QYjltiyRJdYEMZNVlk9rVnZa38r/UhgAMannxZsVvDn4DwJ1xd6KvxAPTaf/5DwWb/0Tx8aHB7P+i9a/cUFWVZYiKwn/kSPRRUfj261uteUuSJNUEeY+sOuScgn3fA5Db6Qm2zD0LwKCW4RXudjDzILvTd6NTdNwZe2eFaUHt3JE5V6311Z/xOl7NKt+tvyrqv/lGjeQrSZJUE2SNrDps+RhcDojuycqc+jhdgubhfkQF+VS4W0ltbED0AEJ8QipMW3TwICkvqvOQBT32KOYhQ6qn7JIkSXWcDGSXq8gCO+ar73tMZMX+MwAMalVxbSzHmsPPx9RxGO9qfleFaZ3Z2WrnjsJCTD16EDJp0uWWWpIk6ZohA9nl2vkFWC0QHEdRo/6sO5QOXPz+2E9HfqLIWURsvVg6hnYsN51wOjn19DPYT55E36ABke+8Xa2dOyRJkuo6Gcguh9MOf36kvu8+gY1HMim0O4kM8KZVfXO5u7mEi28TvgXgrri7Kuzinj57Nvl//IHi7U2DD2ajDQiozm8gSZJU58lAdjn2LQLLKTCFQttRrIhPBWBgy7AKg9PmlM0k5Sbhq/fl5sY3l5uuYNs2Mj6eA0DEq6/iFRdXveWXJEm6BshAdqmEONflvsvjODUGVh1IA2DQRUbzKOnkcWvTW/HRl90hxGmxcOq550AI/G+7Df+bh1df2SVJkq4hMpBdqmNr4Mxe0Jug88NsO55JZr4Nf289NzYKLHe3U3mnWHdyHQCj40aXmy71lVdxpJxG37AhYS++WO3FlyRJulbIQHapSmpjHe8Hn0CW7zvXrFjR3GMLExYiEHSL6EYj/0ZlpslZuhTLsmWg1RL577fQ+pqqu/SSJEnXDBnILkXqPji6GhQNdB2HyyXcgWxo6/K73VudVhYdXgSU3+XedvIUqdNfASB43Fi827ev3rJLkiRdY2QguxTnDUdFvWh2JWeTainC16ijZ2z5c48tT1xOtjWbCFMEfRr0KbVdOBykPPssrrw8vDt0IPjxx2voC0iSJF07ZCCrqvOGo6L7BACW7zsNwE0tQjHqyn/Gq6STx6i4UWg1pdNlfPophTt3ojGZqP/vt1B0cgQxSZKki5GBrKpKhqNq1AsiOyKE4Je9F29W3Hd2H/sy9qHX6Lk99vZS2wv/+ov02R8AEP7yvy57ShZJkqTrhQxkVXH+cFTFtbF9pyycyi7EW6+lT7Py5x77v4P/B8DgRoMJ9PLs1ejMy+fUP58FpxPzsGGYb7mlrCwkSZKkMshAVhV7F7qHo6LpQAB+LW5W7Nc8BG9D2c2KqfmpLE9cDpTdySPtrbewJyWhqx9B+LSpcjJLSZKkKpCBrCoO/qK+tr8HNBqEEPxa3FtxSOuIcnf7cPeH2Fw2Ood1pm1wW49tthMnyP5evedWf+YbaM3lD20lSZIklSYDWWUVWSBxvfo+bhgACWdySTybj0GnoX/zspsVj2Uf46ejPwEwqdOkUrWts3M+AZcLU5/emLrcWHPllyRJukbJQFZZR38Hlx2CmkKIOqFlSSeP3rEh+BrL7mH4/q73cQkX/Rv2p11IO49ttpMnyVmyBICQsWNrsPCSJEnXLhnIKqukWTFuqHtVSbf7YW3K7q34V/pf/J70OxpFw5Mdnyy1PeOTT8HhwNS9u3zwWZIk6RLJQFYZTjsc/k19H6cO3nskLY9DZ/LQaxVualF6kGAhBO/ueBeAkU1G0jigscd2e0oK2YsXAxD8xLiaK7skSdI1rkqBbObMmdxwww34+fkRGhrKrbfeSkJCgkcaIQTTpk2jfv36eHt707dvX/bv31+thb7ikjZDUQ74BEFD9T5WSW2se5Ng/L31pXb5I+UPtp/ZjkFjYFz70oEq47O5YLfjc+ON+HTqVLPllyRJuoZVKZCtW7eOJ554gj///JOVK1ficDgYNGgQ+fn57jRvvfUWs2bNYvbs2Wzbto3w8HAGDhxIbm5utRf+iilpVmw2BIpH5CjprVhWs6JLuNy1sbub3024yTON/Uyau6di8DhZG5MkSbocVRoDafny5R6f582bR2hoKDt27KB3795qc9q77/Liiy9y++3q6BVffPEFYWFhfP311zxeF8cOFAISSu6Pqb0VkzIK2J9iQatRGNiydCD7NfFXErIS8NX78mibR0ttz/x8LsJmw7tjR3xkT0XpKudyubDZbLVdDOkapNfr0WrLH9avsi5rML+cnBwAAgPVkSoSExNJTU1l0KBB7jRGo5E+ffqwadOmMgOZ1WrFarW6P1sslsspUvVLi4fsE6Dzgib9gHMPQXdtHEigyeCR3O60M3vXbAAebv0wAV4BHtsdZ8+S9c23gFobkw8/S1czm81GYmIiLpertosiXaMCAgIIDw+/rGvhJQcyIQSTJ0+mZ8+etG7dGoDUVLW5LSzMs/NDWFgYJ06cKDOfmTNnMn369EstRs0rqY017gsGdV6wih6C/v7w95zMO0mwdzD3tri31PaMefMQVite7dpi6tG9xootSZdLCMHp06fRarU0bNgQjUb2DZOqjxCCgoIC0tLSAIiIKH9QiYu55EA2fvx49uzZw8aNG0ttuzCyCiHKjbZTpkxh8uTJ7s8Wi4WGDRtearGq30HPZsWU7EJ2J2ejKDC4lWfALrAX8PFfHwPwj7b/wEfv47HdkZlJ1tfqmIvBY8fK2ph0VXM4HBQUFFC/fn18fHwuvoMkVZG3tzcAaWlphIaGXnIz4yUFsgkTJrBkyRLWr19Pg/NGaQ8PV+8XpaamekTXtLS0UrW0EkajEaPReCnFqHmW05CyE1DUjh7gnkDzhuhAQv28PJJ/Gf8lmUWZRPlFcXuz0iPcZ87/AlFYiFfLlvj2KT0fmSRdTZxOJwAGg+EiKSXp0pX8SLLb7ZccyKrUViCEYPz48SxatIjVq1cTExPjsT0mJobw8HBWrlzpXmez2Vi3bh3du9fBZrRDv6qvDTqDnxqIS+6PDblgypYcaw7z988HYEKHCeg1nl3yndnZZC1YAKgzP8vamFRXyH+rUk2qjn9fVaqRPfHEE3z99df89NNP+Pn5ue+J+fv74+3tjaIoTJo0iRkzZhAbG0tsbCwzZszAx8eHe+6557ILe8Vd0KyYllvE9hNZQOlAtjZ5Lfn2fJr4N2FQo0FcKPPL/+HKz8cYF4dv//41WmxJkqTrSZUC2UcffQRA3759PdbPmzePBx98EIBnn32WwsJCxo0bR1ZWFl26dGHFihX4+flVS4GvGGseJK5T3xcHst/2n0EIaN8wgPoB3h7J1yavBWBQo0FoFM+Kris/n8yvvgKK743Jm+aSJEnVpspNi2UtJUEM1GritGnTOH36NEVFRaxbt87dq7FOOfo7OG0Q2BhC4gBYsb+kt6JnbczqtPJHyh8A9G3Yt1RWOct+xmWxoI+Owm/QwJottyRd5x588EEURUFRFHQ6HVFRUYwdO5asrKzLzjszM5MJEyYQFxeHj48PUVFRTJw40f0oUglFUfDy8irVW/vWW2/1uF5ezNq1a1EUhezs7EqlP3LkCA899BANGjTAaDQSExPD3Xffzfbt20ul/fvf/45Wq+Wbb76pVN6ffPIJffv2xWw2l1umQ4cOMXLkSIKDgzGbzfTo0YM1a9ZUKv/LIasG5Tm/WVFRyCm0s/loBgCDW3kGsq2nt1LoKCTUJ5QWgS08tgkhyPr6awDq3XW3rI1J0hUwZMgQTp8+zfHjx/nss89YunQp46phFJ2UlBRSUlJ4++232bt3L/Pnz2f58uU88sgjpdIqisLLL7982cesrO3bt9OpUycOHTrEnDlziI+PZ/HixTRv3pynn37aI21BQQHffvst//znP5k7d26l8i8oKGDIkCG88MIL5aYZPnw4DoeD1atXs2PHDtq3b8/NN9/svg1VY8RVJicnRwAiJyen9grhsAvxRrQQU81CJG4UQgixeOdJEf3cMjHgnbWlkr+y6RXRen5r8ermV0tty9++XcTHNRcH2rUXjuzsmi65JFWbwsJCER8fLwoLC2u7KFUyZswYMXLkSI91kydPFoGBge7Pn3/+uWjevLkwGo0iLi5OfPDBB+5tVqtVPPHEEyI8PFwYjUYRHR0tZsyYUe7xFi5cKAwGg7Db7e51gPjnP/8pNBqN2LNnj3v9yJEjxZgxY9yfXS6XePPNN0VMTIzw8vISbdu2Fd99950QQojExEQBeCzn73s+l8slWrVqJTp16iScTmep7VlZWR6f58+fL7p27Sqys7OFt7e3SExMLPf7XWjNmjUCKJVnenq6AMT69evd6ywWiwDEqlWrys2von9nlY0HlzWyxzUr+U8ozALvQGjYBYDfipsVL6yNCSHc98fKalbMWqDWxsw3D0fr719jRZakmiaEoNDurJVje+u1l9y77dixYyxfvhy9Xu1J/OmnnzJ16lRmz55Nhw4d2LVrF4899hgmk4kxY8bw/vvvs2TJEhYuXEhUVBTJyckkJyeXm39OTg5msxmdzvNy2r17dxISEpgyZQrLli0rc9+XXnqJRYsW8dFHHxEbG8v69eu57777CAkJoWfPnvzwww/ccccdJCQkYDab3c9dXWj37t3s37+fr7/+uswH1wMCAjw+z507l/vuuw9/f3+GDRvGvHnzLntgiqCgIFq0aMGXX35Jx44dMRqNzJkzh7CwMDrV8MDoMpCVJaG4232zwaDVUWR3sjYhHSgdyOIz40krTMNH58ON4Z7jJjrS07EUP4oQWBd7bUrSeQrtTlq+/FutHDv+lcH4GCp/uVq2bBm+vr44nU6KiooAmDVrFgCvvvoq77zzjns82JiYGOLj45kzZw5jxowhKSmJ2NhYevbsiaIoREdHl3ucjIwMXn311XLHkZ0xYwbt2rVjw4YN9OrVy2Nbfn4+s2bNYvXq1XTr1g2Axo0bs3HjRubMmUOfPn3cw/+FhoaWCkbnO3z4MADNmze/6Lk5fPgwf/75J4sWLQLgvvvuY+LEiUydOvWyRm9RFIWVK1cycuRI/Pz80Gg0hIWFsXz58grLXh3kDZsLCQEHf1bfF/dW3Hj4LIV2J/X9vWgdafZIXlIb6xHZA4PW88HR7O+/B7sd7/bt8WrZsqZLLklSsX79+rF79262bNnChAkTGDx4MBMmTCA9PZ3k5GQeeeQRfH193ctrr73G0aNHAbWzyO7du4mLi2PixImsWLGizGNYLBaGDx9Oy5YtmTp1aplpWrVqxQMPPMBzzz1Xalt8fDxFRUUMHDjQoyxffvmluyxlWbBggUf6DRs2IIQAKvdM1ty5cxk8eDDBwcEADBs2jPz8fFatWgWowff8/JOSki6aJ6g19nHjxhEaGsqGDRvYunUrI0eO5Oabb+b06dOVyuNSyRrZhdITICsRtEZooj7vVdKsOKhV6YEty2tWFA4HWd8uBKDePXfXaJEl6Urw1muJf2VwrR27KkwmE02bNgXg/fffp1+/fkyfPp3x48cDavNily5dPPYpGVWiY8eOJCYm8uuvv7Jq1SpGjRrFgAED+L546iWA3NxchgwZgq+vL4sXL3Y3W5Zl+vTpNGvWjB9//NFjfclAzD///DORkZEe2yoa7eiWW27xKHtkZCQHDx4E4MCBA7SvYLZ5p9PJl19+SWpqqkdTqNPpZO7cuQwaNIh//OMfjBo1yr2tfv365eZ3vtWrV7Ns2TKysrIwm9Uf/B9++CErV67kiy++4Pnnn69UPpdCBrILJRTXxhr3AaMvDqeLVQfOADDogrEVT+ed5mDmQTSKhl6Rns0GuatX40hNRRsYiN+QIVek6JJUkxRFqVLz3tVk6tSpDB06lLFjxxIZGcmxY8e4997Sg3qXMJvNjB49mtGjR3PnnXcyZMgQMjMzCQwMxGKxMHjwYIxGI0uWLMHLy6vcfAAaNmzI+PHjeeGFF2jSpIl7fcuWLTEajSQlJdGnnCHrSoYHKxkuDMDPz6/Uc7nt27enZcuWvPPOO4wePbpUE2F2djYBAQH88ssv5ObmsmvXLo/hoA4ePMi9995LRkYGQUFB7ibNqigoKAAodWyNRlPjsyfUzX+VNSl+ifrafDgA245nkVVgp56Pnhsbef5x155cC0D7kPbU86rnsa1kcOCAO+9EI8eqk6Ra1bdvX1q1asWMGTOYNm0aEydOxGw2M3ToUKxWK9u3bycrK4vJkyfzn//8h4iICNq3b49Go+G7774jPDycgIAAcnNzGTRoEAUFBXz11VdYLBb31FMhISHljhU4ZcoUPv30UxITExk9ejSgBqRnnnmGp556CpfLRc+ePbFYLGzatAlfX1/GjBlDdHQ0iqKwbNkyhg0bhre3N76+vqXyVxSFefPmMWDAAHr37s0LL7xA8+bNycvLY+nSpaxYsYJ169Yxd+5chg8fTrt27Tz2b9WqFZMmTeKrr77iySefLPM7pKamkpqaypEjRwDYu3cvfn5+REVFERgYSLdu3ahXrx5jxozh5Zdfxtvb2/2dhw8ffsl/u0qpdJ/LK6RWu99nHle73E8LECIvXQghxLQl+0T0c8vE0wt3l0r+9xV/F63ntxbz9s7zWF905IiIj2su4lu0FLaTJ69EySWp2l1L3e+FEGLBggXCYDCIpKQksWDBAtG+fXthMBhEvXr1RO/evcWiRYuEEEJ88sknon379sJkMgmz2SxuuukmsXPnTiHEua7nZS3nd2EHxOLFiz2OP2PGjFJd6F0ul3jvvfdEXFyc0Ov1IiQkRAwePFisW7fOneaVV14R4eHhQlGUcrvfl0hISBAPPPCAqF+/vjAYDCI6OlrcfffdYufOnSI1NVXodDqxcOHCMvedMGGCaNOmTbl5T506tczvPW/ePHeabdu2iUGDBonAwEDh5+cnunbtKn755ZcKy1wd3e8VIYrvEl4lLBYL/v7+7i6tV9Sm2bDiRWjUCx5chhCCnm+u4VR2IZ/c34lB5/VYzLXl0vvb3jhcDpbeupRG/o3c21Jfe52sr77Ct39/Gn74wZX9DpJUTYqKikhMTCQmJuaizWeSdKkq+ndW2Xggey2eL/4n9bXlSAD2p1g4lV2It15L72YhHkn/SPkDh8tBI3MjjyDmys8np/imbj3Z5V6SJKnGyUBWwpICJ7eq75vfDJzrrdinWQheF/SaKumt2K9hP4/1OUuX4srLwxAdjal7txotsiRJkiQD2TkHlqqvDbuCWZ0UdMV+tbfi4NaevRXtLjvrT64HPLvdCyHcnTzq3SPHVZQkSboS5JW2RElvxZa3AHD8bD4JZ3LRaRT6x3kGst1pu8m15RJgDKBdyLneP4U7dmA9dAjFywv/2267YkWXJEm6nslABpCXBkmb1Pct1EBW0qzYtXEQ/j6eDzuuSVanJejdoDdazbkmx5JR7v1H3Iz2SndUkSRJuk7JQAZwcBkIF9TvCAENgfMHCfasjYnzBgk+//6Y4+xZLCvUcRVlJw9JkqQrRwYyKNWsmGYpYldyNgADW3oOEnws5xjJuckYNAa61+/uXp+7ciU4HHi1aYNXC885ySRJkqSaIwNZQSYkqh03SpoVVx44gxDQvmEA4f6ezzWUNCt2ieiCj97Hvd7ymzqwqFkORyVJknRFyUCW8AsIJ4S1gSB1HLTf9pc9tiKUPUiwIzOTgm3bAPAbPKhGiytJkiR5koHM/RC0WhuzFNnZfPQsUHrusbOFZ9mTvgeAPg3ODfKZ+/vv4HRibNkCQ4MGV6DQkiRJUonrO5AV5cBRtamwZDSPNQfTsDsFTUN9aRLiOTjnhpMbEAhaBrUkzHSutpZb3MnDPKh2priQJOmcBx98EEVRUBQFnU5HVFQUY8eOJSsr67LzzszMZMKECcTFxeHj40NUVBQTJ04kJyfHI52iKHh5eXHixAmP9bfeeisPPvhgpY+3du1aFEUhOzv7omkXLVrknmdMURR2795dKk1qair3338/4eHhmEwmOnbs6DE9TV11fQeyQ7+Byw7BcRASB8C64pmgB7Ys3axYcn/s/N6Kzpwc8jdvBsBvkGxWlKSrwZAhQzh9+jTHjx/ns88+Y+nSpYwbN+6y801JSSElJYW3336bvXv3Mn/+fJYvX84jjzxSKq2iKLz88suXfczKys/Pp0ePHrzxxhvlprn//vtJSEhgyZIl7N27l9tvv53Ro0eza9euK1bOmnB9B7ILxlYE2Ho8E4DuTYI8khY5iticogas8wNZ7po14HBgjG2KsXFMDRdYkqTKMBqNhIeH06BBAwYNGsTo0aM9ZnqeN28eLVq0wMvLi+bNm/Phhx+6t9lsNsaPH09ERAReXl40atSImTNnAtC6dWt++OEHRowYQZMmTejfvz+vv/46S5cuxeFweJRhwoQJfPXVV+zdu7fccgoheOutt2jcuDHe3t60a9fOXUM6fvw4/fqp15p69eqhKEqFtbn777+fl19+mQEDBpSbZvPmzUyYMIEbb7yRxo0b89JLLxEQEMDOnTvLP5l1wPU7H5k1D46oU3uX3B87nVPIyaxCNAp0iPKcX2zL6S0UOYuIMEXQrF4z9/qSZkU/2awoXeuEAHtB7Rxb7wMXzM5eWceOHWP58uXuWZw//fRTpk6dyuzZs+nQoQO7du3isccew2QyMWbMGN5//32WLFnCwoULiYqKIjk5meTk5HLzLxmZ/fwZlwG6d+9OQkICU6ZMYdmyZWXu+9JLL7Fo0SI++ugjYmNjWb9+Pffddx8hISH07NmTH374gTvuuIOEhATMZjPe3t6XdA5K9OzZk2+//Zbhw4cTEBDAwoULsVqt9O3b97LyrW3XbyA7vAIcRVAvBsJaA+okmgCt6vvja/Q8NSXNin0b9kUp/g/lzMsnf+NGQDYrStcBewHMqNy099XuhRQwmCqdfNmyZfj6+uJ0OikqKgJg1qxZALz66qu888473H777QDExMQQHx/PnDlzGDNmDElJScTGxtKzZ08URSE6Orrc42RkZPDqq6/y+OOPl7l9xowZtGvXjg0bNtCrl+cs8vn5+cyaNYvVq1fTrZs6wHjjxo3ZuHEjc+bMoU+fPu6ZmkNDQwkICKj09y/Pt99+y+jRowkKCkKn0+Hj48PixYs9Zq6ui67fpsUDJQ9Bj3T/0tuWqDYrdm7kWRtzCRfrTq4DPLvd561bi7DZMDRqhLFZbM2XWZKkSunXrx+7d+9my5YtTJgwgcGDBzNhwgTS09NJTk7mkUcewdfX17289tprHD16FFA7i+zevZu4uDgmTpzo0SR5PovFwvDhw2nZsiVTp04tM02rVq144IEHeO6550pti4+Pp6ioiIEDB3qU5csvv3SXpSwLFizwSL9hw4ZKn5eXXnqJrKwsVq1axfbt25k8eTJ/+9vfKmz+rAuuzxqZvRAOFf/jLG5WBNhWfH/sxkaBHsn3n93P2cKzmPQmbgi7wb0+t/ghaL9Bg9y1NEm6Zul91JpRbR27CkwmE02bNgXg/fffp1+/fkyfPp3x48cDavNily5dPPbRatVxUzt27EhiYiK//vorq1atYtSoUQwYMMCjd19ubi5DhgzB19eXxYsXu5styzJ9+nSaNWvGj8XzFJZwuVwA/Pzzz0RGRnpsMxqN5eZ3yy23eJT9wn3Lc/ToUWbPns2+ffto1aoVgLu2+MEHH/Dxxx9XKp+r0fUZyI78DvZ88G+ojq8I5BTaSTiTC0DnCwJZSbNiz8ie6LXqP1hXYSF5xb+EZLOidF1QlCo1711Npk6dytChQxk7diyRkZEcO3aMe++9t9z0ZrOZ0aNHM3r0aO68806GDBlCZmYmgYGBWCwWBg8ejNFoZMmSJRedPbthw4aMHz+eF154waMJr2XLlhiNRpKSkujTp0+Z+xoMBgCcTqd7nZ+fH35+flX5+gAUFKj3NzUXTC+l1WrdQbWuuj4DWUmzYotb3M2KO09kIQTEBJsI8fP8NXT+/bESeRs2IAoL0UdG4tWq5RUptiRJl6Zv3760atWKGTNmMG3aNCZOnIjZbGbo0KFYrVa2b99OVlYWkydP5j//+Q8RERG0b98ejUbDd999R3h4OAEBAeTm5jJo0CAKCgr46quvsFgsWCwWAEJCQty1ugtNmTKFTz/9lMTEREaPHg2oAemZZ57hqaeewuVy0bNnTywWC5s2bcLX15cxY8YQHR2NoigsW7aMYcOG4e3tja+vb5nHyMzMJCkpiZQUtdackJAAQHh4OOHh4TRv3pymTZvy+OOP8/bbbxMUFMSPP/7IypUry+2MUldcf/fIXC61RgbQfLh7dUm3+xsuuD+WnJvMkewjaBUtvSLP3ayVzYqSVLdMnjyZTz/9lMGDB/PZZ58xf/582rRpQ58+fZg/fz4xMerjM76+vrz55pt07tyZG264gePHj/PLL7+g0WjYsWMHW7ZsYe/evTRt2pSIiAj3UlHPxsDAQJ577jl3x5MSr776Ki+//DIzZ86kRYsWDB48mKVLl7rLEhkZyfTp03n++ecJCwtzN42WZcmSJXTo0IHhw9Xr2l133UWHDh3cTYZ6vZ5ffvmFkJAQRowYQdu2bfnyyy/54osvGDZs2GWd29qmCCFEbRfifBaLBX9/f3eX1mqXug8+7qG2uT93AnRq1f3Ojzax/UQWb93ZllGdG7qTfxX/FW9ue5Mbwm/g88GfA+CyWjncvQeu/Hyi/+9rfDp0qP5ySlItKyoqIjExkZiYmIs2n0nSparo31ll48H1VyNLVHsfEt3dHcSK7E72nFSHmLmwo4d7kOAGfd3r8v/YhCs/H11YGN7t2iFJkiTVnusvkB0rDmQx526u7jmZg83pItjXSHTQud5ROdYctp/ZDlwwmkdxd1y/gQNRNNffKZQkSbqaVPkqvH79ekaMGEH9+vVRFKVUl1IhBNOmTaN+/fp4e3vTt29f9u/fX13lvTxOO5z4Q33f+Fwgc3e7j6nncb/rj1N/4BROmvg3oaFZbW4UNhu5q1cDYJZTtkiSJNW6Kgey/Px82rVrx+zZs8vc/tZbbzFr1ixmz57Ntm3bCA8PZ+DAgeTm5l52YS/bqZ1gywPvQHX+sWIlgaxzdDnNiuf1VszfshWXxYI2KAjvjh1rusSSJEnSRVS5+/3QoUMZOnRomduEELz77ru8+OKL7uFfvvjiC8LCwvj666/LHcbliim5PxbTC4qbBJ0uwY7ioalujDkXyOxOOxtPqcNPnR/I3M2KAwaglNPVVpIkSbpyqvUGT2JiIqmpqQw67wFho9FInz592LRpU3Ue6tKUcX8sITWXXKsDX6OO5uHnHjLckbaDXHsugV6BtAlWa2/C4SB3lTrQsGxWlCRJujpU6wPRqampAISFec7lFRYWVmqCuRJWqxWr1er+XPJwYbWz5UPyFvV9477u1SXNih2iAtBpz8X1kmbFPg36oNWoNa+CbdtwZmWh9ffH54ZzQ1VJkiRJtadGutxd+ICwEKLch4ZnzpyJv7+/e2nYsGGZ6S5b0mZ1Ek1zAwhs7F5d1viKQogy749lzJ8PgN+QISgVjK0mSZIkXTnVGsjCw8OBczWzEmlpaaVqaSWmTJlCTk6Oe6no6fjLUtKs2LiPe1gqIcS5jh7nBbLD2Yc5lXcKo9ZI14iuABTu20/+uvWg0RD08EM1U0ZJkiSpyqo1kMXExBAeHs7KlSvd62w2G+vWraN79+5l7mM0GjGbzR5LjUgsfX8sObOQMxYreq1C+4YB7vUltbGuEV3xKR51O2OOOsyLefhwDBXMTyRJkiRdWVUOZHl5eezevZvdu3cDageP3bt3k5SUhKIoTJo0iRkzZrB48WL27dvHgw8+iI+PD/fcc091l73yCjLh9B71fUxv9+qS2ljrSH+8Ded6IF7YrFiUcIjclatAUQh+/O9XosSSJF2iBx98EEVRUBQFnU5HVFQUY8eOJSsr67LzzszMZMKECcTFxeHj40NUVBQTJ04kJyfHI52iKHh5eZXqG3Drrbfy4IMPVvp4a9euRVEUsrOzK5X+yJEjPPTQQzRo0ACj0UhMTAx3330327dvL5X273//O1qtlm+++aZSefft29d9XkuWu+66yyNNVlYW999/v/tW0f3331/psl+OKgey7du306FDBzoUjy84efJkOnTowMsvvwzAs88+y6RJkxg3bhydO3fm1KlTrFix4pKmHag2xzcAAoLjwBzhXl3W/bH0gnT2nlUnmevTQK29ZcyZA6gDBBuL5ziSJOnqNWTIEE6fPs3x48f57LPPWLp0KePGjbvsfFNSUkhJSeHtt99m7969zJ8/n+XLl/PII4+USqsoivu6eCVs376dTp06cejQIebMmUN8fDyLFy+mefPmPP300x5pCwoK+Pbbb/nnP//J3LlzK32Mxx57jNOnT7uXOcXXxhL33HMPu3fvZvny5Sxfvpzdu3dz//33V8v3q5C4yuTk5AhA5OTkVF+mS58SYqpZiJ//6bG6/9trRPRzy8TK/anudd8lfCdaz28t7ll2jxBCiKKjx0R88xYiPq65KDxwoPrKJElXucLCQhEfHy8KCwtruyhVMmbMGDFy5EiPdZMnTxaBgYHuz59//rlo3ry5MBqNIi4uTnzwwQfubVarVTzxxBMiPDxcGI1GER0dLWbMmFHu8RYuXCgMBoOw2+3udYD45z//KTQajdizZ497/ciRI8WYMWPcn10ul3jzzTdFTEyM8PLyEm3bthXfffedEEKIxMREAXgs5+97PpfLJVq1aiU6deoknE5nqe1ZWVken+fPny+6du0qsrOzhbe3t0hMTCz3+5Xo06ePePLJJ8vdHh8fLwDx559/utdt3rxZAOLgwYPl7lfRv7PKxoPrYz6yxPM6ehTLyLNyND0fgE7R56Zu+TXxV+Bcs2LGJ5+AEPj264dX8+ZXprySdBUSQlDoKKyVY3vrvC95uqRjx46xfPly9yzOn376KVOnTmX27Nl06NCBXbt28dhjj2EymRgzZgzvv/8+S5YsYeHChURFRZGcnFxhJ7SSkdl1Os/Laffu3UlISGDKlCnlzvf10ksvsWjRIj766CNiY2NZv3499913HyEhIfTs2ZMffviBO+64g4SEBMxmM97e3mXms3v3bvbv38/XX39dauJMgICAAI/Pc+fO5b777sPf359hw4Yxb948pk+fXtFpBGDBggV89dVXhIWFMXToUKZOnepubdu8eTP+/v4es1d37doVf39/Nm3aRFxc3EXzv1TXfiDLOQUZR0DRQHQP9+ptxaN5NAvzpZ5JHQU/OTeZralbUVC4ufHN2E6eJGfpUgCCx/7jypddkq4ihY5Cunzd5eIJa8CWe7a4O15VxrJly/D19cXpdLrnAJs1axagzgH2zjvvuEcfiomJIT4+njlz5jBmzBiSkpKIjY2lZ8+eKIpCdAWduzIyMnj11VfLHbVoxowZtGvXjg0bNtCrVy+Pbfn5+cyaNYvVq1fTrVs3ABo3bszGjRuZM2cOffr0ITBQve0RGhpaKhid7/DhwwA0r8SP7cOHD/Pnn3+yaNEiAO677z4mTpzI1KlTywyCJe699153h759+/YxZcoU/vrrL3fnvtTUVEJDQ0vtFxoaWqone3W79oduL6mN1e8A3gHu1dvL6Ha/5Kg6c3TXiK5E+EaQ8cmn4HRi6tED77Ztr1iRJUm6PP369WP37t1s2bKFCRMmMHjwYCZMmEB6ejrJyck88sgj+Pr6upfXXnuNo0ePAmpnkd27dxMXF8fEiRNZUTws3YUsFgvDhw+nZcuWTJ06tcw0rVq14oEHHuC5554rtS0+Pp6ioiIGDhzoUZYvv/zSXZayLFiwwCP9hg0bEMXTSlam1jp37lwGDx5McHAwAMOGDSM/P59VxaMWzZgxwyP/pKQkQL0/NmDAAFq3bs1dd93F999/z6pVq9i5c6c777KOLyp4jri6XPs1sjKGpYLSHT1cwsWSI2ogu7XprdhTU8levBiQtTFJArV5b8s9W2rt2FVhMploWtwx6/3336dfv35Mnz7dPcPyp59+6tEEBqAtHju1Y8eOJCYm8uuvv7Jq1SpGjRrFgAED+P77791pc3NzGTJkCL6+vixevNjdbFmW6dOn06xZs1IzhbhcLgB+/vlnIiMjPbYZjcZy87vllls8yh4ZGcnBgwcBOHDgAO3bty93X6fTyZdffklqaqpHU6jT6WTu3LkMGjSIf/zjH4waNcq9rX79+mXm1bFjR/R6PYcPH6Zjx46Eh4dz5syZUunS09PLfY64ulzbgUyIMu+PFdgc7EtRh8Lq3Ei9P7Y1dSsp+Sn46f3oH9WfjDfeAbsdnxtuwKdz5ytedEm62iiKUqXmvavJ1KlTGTp0KGPHjiUyMpJjx45x7733lpvebDYzevRoRo8ezZ133smQIUPIzMwkMDAQi8XC4MGDMRqNLFmy5KKzZzds2JDx48fzwgsv0KRJE/f6li1bYjQaSUpKok+fPmXuazCotz2cTqd7nZ+fX6le4O3bt6dly5a88847jB49ulQTYXZ2NgEBAfzyyy/k5uaya9cud+AGOHjwIPfeey8ZGRkEBQW5mzQrsn//fux2OxERak/wbt26kZOTw9atW7nxxhsB2LJlCzk5OeU+R1xdru1AdvYw5J4GrREanvsFsyspG6dLUN/fiwb11P+Yiw+rta+hMUPRZeWS/d13gKyNSdK1oG/fvrRq1YoZM2Ywbdo0Jk6ciNlsZujQoVitVrZv305WVhaTJ0/mP//5DxEREbRv3x6NRsN3331HeHg4AQEB5ObmMmjQIAoKCvjqq6+wWCzu8WFDQkI8gsP5pkyZwqeffkpiYiKjR48G1ID0zDPP8NRTT+FyuejZsycWi4VNmzbh6+vLmDFjiI6ORlEUli1bxrBhw/D29sbX17dU/oqiMG/ePAYMGEDv3r154YUXaN68OXl5eSxdupQVK1awbt065s6dy/Dhw2l3wcz2rVq1YtKkSXz11Vc8+eSTpfI/evQoCxYsYNiwYQQHBxMfH8/TTz9Nhw4d6NFD7XvQokULhgwZwmOPPebulv/3v/+dm2++uUY7egDXePf7LZ+o3e7n3+yxetaKBBH93DIx8f92qse05ohO/+skWs9vLfam7xWpb74l4uOai8RRo4XL5br8ckhSHXQtdb8XQogFCxYIg8EgkpKSxIIFC0T79u2FwWAQ9erVE7179xaLFi0SQgjxySefiPbt2wuTySTMZrO46aabxM6d6rVizZo1pbrElyznd2EHxOLFiz2OP2PGjFJd6F0ul3jvvfdEXFyc0Ov1IiQkRAwePFisW7fOneaVV14R4eHhQlGUcrvfl0hISBAPPPCAqF+/vjAYDCI6OlrcfffdYufOnSI1NVXodDqxcOHCMvedMGGCaNOmTZnbkpKSRO/evUVgYKAwGAyiSZMmYuLEiSIjI8MjXUZGhrj33nuFn5+f8PPzE/fee2+prv8Xqo7u94oQxXcJrxIWiwV/f393l9bL8s29cHAZ9P8X9H7Gvfr2D/9gZ1I2r97amvu7RrMwYSGv/vkqTQOasrDXXI4OGIgoKKDBxx/h17fv5ZVBkuqooqIiEhMTiYmJuWjzmSRdqor+nVU2Hly7vRZdzuIRPfCYtmX78Ux2JmWj1yoMbKHegPzpyE+A2skj+6uvEAUFGFu2wLecdmtJkiTp6nHt3iM7/RcU5YDRDBHt3as/XKt2a72jYwPC/b04mn2UPWf3oFW0DIvoT9aCvwEQ/PfHa7zLqCRJknT5rt0aWUlvxUY9QavG6/gUC6sPpqFR4PE+au+hH4/8CEDvBr3R/roeZ04O+oYN8Rs4oDZKLUmSJFXRtRvIynh+7KN1am1sWJsIYoJN2F12lh5VR+64NeYWMud/AUDgg2NQyul9JEmSJF1drs1A5rBC0p/q++Lnx46fzefnPSkAjO2r1sb+OPUHGUUZBHoF0iHBhj05Ga2/PwG33VYrxZYkSZKq7tq8R+a0Q/8XIWUXhKhjj81ZfxSXgH5xIbSq7w+ce3bs5pjhZL+j1sYC7rkbjU/dfOhTkiTpenRtBjKjL3Sf4P6YmlPEDztOATCunzpsTUZhButPrgdgZEEcRX/NQ9HrCazgaX9JkiTp6nNtNi1e4LMNx7A5XdzYKJAbisdW/PnYzziEg9ZBrfH+Xh292f/WkeiKB9KUJEmS6oZrPpBl5dv4eqs6evPYfuq9MSEEPx79EYBR3j3J+301AIFVmIJckiRJujpc84Fs/qbjFNictIww07dZCADxGfEczjqMQWOg49pT6sSZfftiPG9AT0mSJKluuKYDWZ7VwfxNxwEY16+J+wHnbxK+AWBYYE8Kl/wCQNAjD9dKGSVJql4PPvggiqKgKAo6nY6oqCjGjh1LVlbWZeedmZnJhAkTiIuLw8fHh6ioKCZOnEhOTo5HOkVR8PLy4sSJEx7rb731Vh6sQsvP2rVrURSF7Ozsi6Y9/3uXLF27dvVIY7VamTBhAsHBwZhMJm655RZOnjxZ6fJcra7pQPZ/W5LIKbQTE2xiaGt1qoFvDn7jfgj6jr0mhNWKV5s2eMupWiTpmjFkyBBOnz7N8ePH+eyzz1i6dCnjxo277HxTUlJISUnh7bffZu/evcyfP5/ly5fzyCOPlEqrKAovv/zyZR+zKkq+d8nyyy+/eGyfNGkSixcv5ptvvmHjxo3k5eVx8803e0wTUxdds4HM6nDy6YZjAPyjT2O0GoWVJ1YyY8sMAMa3+Ds+P60FIOjhh+RwVJJ0DTEajYSHh9OgQQMGDRrE6NGjPWZ6njdvHi1atMDLy4vmzZvz4YcfurfZbDbGjx9PREQEXl5eNGrUiJkzZwLQunVrfvjhB0aMGEGTJk3o378/r7/+OkuXLsXhcHiUYcKECXz11Vfs3bu33HIKIXjrrbdo3Lgx3t7etGvXzj2B5/Hjx+nXrx8A9erVQ1GUi9bmSr53yXL+vGI5OTnMnTuXd955hwEDBtChQwd3+Upmh66rrs3u98APO06Rlmslwt+L2zo0YFvqNp5b/xwCwd+a/Y2/HQvhTFYW+shI/AYOrO3iStJVTwiBKCyslWMr3t6X/GPz2LFjLF++3D2L86effsrUqVOZPXs2HTp0YNeuXTz22GOYTCbGjBnD+++/z5IlS1i4cCFRUVEkJyeTnJxcbv4lI7OfP+MyQPfu3UlISGDKlCksW7aszH1feuklFi1axEcffURsbCzr16/nvvvuIyQkhJ49e/LDDz9wxx13kJCQgNlsxtu74pmy165dS2hoKAEBAfTp04fXX3+d0NBQAHbs2IHdbmfQoEHu9PXr16d169Zs2rSJwYMHV+p8Xo2uyUDmcLqYs14djurRXo05nnuEJ1c/id1lp3/D/rxwwxROTBsBQOCYMSi6a/I0SFK1EoWFJHTsVCvHjtu5A6UKAxUsW7YMX19fnE4nRUVFAMyaNQuAV199lXfeeYfbb78dgJiYGOLj45kzZw5jxowhKSmJ2NhYevbsiaIoREdHl3ucjIwMXn31VR5//PEyt8+YMYN27dqxYcMGevXq5bEtPz+fWbNmsXr1arp16wZA48aN2bhxI3PmzKFPnz7uGlVJcKrI0KFD+dvf/kZ0dDSJiYn861//on///uzYsQOj0UhqaioGg4F69ep57BcWFkZqamqFeV/trskr+Nk8G/7eeur56OnXSsdjKx8l155Lh9AOvNn7TQrXrcd24gQas5mAO26v7eJKklTN+vXrx0cffURBQQGfffYZhw4dYsKECaSnp5OcnMwjjzzCY4895k7vcDjw91dH/HnwwQcZOHAgcXFxDBkyhJtvvtmjFlPCYrEwfPhwWrZsydSpU8ssR6tWrXjggQd47rnn2LRpk8e2+Ph4ioqKGHhBi5DNZqNDhw7lfrcFCxZ4BM5ff/2VXr16uWeeBrUJtHPnzkRHR/Pzzz+7g3ZZhBB1/tbKNRnIwv29+OmJHhxIS2XSusdJK0yjiX8T/tv/v+hyCzn177cBqHfXXWhMplourSTVDYq3N3E7d9TasavCZDLRtKk6is/7779Pv379mD59OuPHjwfU5sUuXbp47KMtHii8Y8eOJCYm8uuvv7Jq1SpGjRrFgAED3PeuAHJzcxkyZAi+vr4sXrzY3WxZlunTp9OsWTN+/PFHj/UulwuAn3/+mcjISI9tRqOx3PxuueUWj7JfuG+JiIgIoqOjOXz4MADh4eHYbDaysrI8amVpaWl079693OPVBddkIAMochYxY8c/ScxJJMwnjI8Hfoyfy0DS2IexHT+OLjycwAfH1HYxJanOUBSlSs17V5OpU6cydOhQxo4dS2RkJMeOHePeCoajM5vNjB49mtGjR3PnnXcyZMgQMjMzCQwMxGKxMHjwYIxGI0uWLLno7NkNGzZk/PjxvPDCCzQ571nVli1bYjQaSUpKok85k/gaDAYAj16Ffn5++Pn5XfQ7Z2RkkJycTESE2mO7U6dO6PV6Vq5cyahRowA4ffo0+/bt46233rpoflezazKQOVwOnl33LH+l/4WfwY+PB3xMmDGYkxOfpHD3bjRmM1GffoLuvB49kiRdu/r27UurVq2YMWMG06ZNY+LEiZjNZoYOHYrVamX79u1kZWUxefJk/vOf/xAREUH79u3RaDR89913hIeHExAQQG5uLoMGDaKgoICvvvoKi8WCxWIBICQkxF2ru9CUKVP49NNPSUxMdDcB+vn58cwzz/DUU0/hcrno2bMnFouFTZs24evry5gxY4iOjkZRFJYtW8awYcPw9vbG19e3VP55eXlMmzaNO+64g4iICI4fP84LL7xAcHAwtxXP5uHv788jjzzC008/TVBQEIGBgTzzzDO0adOGAQPq+PyL4iqTk5MjAJGTk3PJeZzIOSF6f9NbdPpfJ7EjdYdwuVwi5V8vi/i45uJAm7Yif/v2aiyxJF2bCgsLRXx8vCgsLKztolTJmDFjxMiRI0utX7BggTAYDCIpKUksWLBAtG/fXhgMBlGvXj3Ru3dvsWjRIiGEEJ988olo3769MJlMwmw2i5tuukns3LlTCCHEmjVrBFDmkpiY6D4WIBYvXuxx/BkzZghAjBkzxr3O5XKJ9957T8TFxQm9Xi9CQkLE4MGDxbp169xpXnnlFREeHi4URfHY93wFBQVi0KBBIiQkROj1ehEVFSXGjBkjkpKSPNIVFhaK8ePHi8DAQOHt7S1uvvnmUmmutIr+nVU2HihCCFFbQbQsFosFf39/d5fWS3XCcoITlhP0btCb9A8+4Ox/Z4OiEPneu5jLuHErSZKnoqIiEhMTiYmJuWjzmSRdqor+nVU2HlyTTYsA0eZoos3RZH33nRrEgLB/vSSDmCRJ0jXmmh3ZAyB3zRpSp00HIOjxxwm8555aLpEkSZJU3a7ZQFa4ezennpoMTif+t95KyKQna7tIkiRJUg24JgOZ7eRJkv8xFlFUhKlXLyJefaXOP/AnSZIkle2avEemDw3F1KMHthMnaPDuf1AqeFhRkiRJqttqrEb24YcfunuhdOrUiQ0bNtTUoUpRDAbq//stouZ9LkfukKTLdJV1bJauMSUjnFyOGqmRffvtt0yaNIkPP/yQHj16MGfOHIYOHUp8fDxRUVE1cchSFI0GbSWefpckqWx6vR5FUUhPTyckJEQ2z0vVSgiBzWYjPT0djUbjHsXkUtTIc2RdunShY8eOfPTRR+51LVq04NZbb3XP61Oe6nqOTJKky5eXl8fJkydlrUyqMT4+PkRERJQZyGrtOTKbzcaOHTt4/vnnPdYPGjSo1OjPoE69bbVa3Z9LhnuRJKn2+fr6Ehsbi91ur+2iSNcgrVaLTqe77Np+tQeys2fP4nQ6CQsL81hf3pw3M2fOZPr06dVdDEmSqolWqy13DEFJuhrUWGePCyOsKGfOmylTppCTk+NeKpqJVZIkSZIuVO01suDgYLRabanaV1paWqlaGqjz7lQ0944kSZIkVaTaa2QGg4FOnTqxcuVKj/UrV66s85O3SZIkSVefGul+P3nyZO6//346d+5Mt27d+OSTT0hKSuIf//jHRfct6R0lO31IkiRd30riwMV6zdZIIBs9ejQZGRm88sornD59mtatW/PLL78QHR190X1zc3MBdVZVSZIkScrNzcXf37/c7VfdfGQul4uUlBT8/Pwu2iXTYrHQsGFDkpOT5TNnZZDnp2Ly/FRMnp/yyXNTseo6P0IIcnNzqV+/PhpN+XfCrrqxFjUaDQ0aNKjSPmazWf5jqoA8PxWT56di8vyUT56bilXH+amoJlbimhz9XpIkSbp+yEAmSZIk1Wl1OpAZjUamTp0qn0Mrhzw/FZPnp2Ly/JRPnpuKXenzc9V19pAkSZKkqqjTNTJJkiRJkoFMkiRJqtNkIJMkSZLqNBnIJEmSpDqtzgayDz/8kJiYGLy8vOjUqRMbNmyo7SLVivXr1zNixAjq16+Poij8+OOPHtuFEEybNo369evj7e1N37592b9/f+0UthbMnDmTG264AT8/P0JDQ7n11ltJSEjwSHM9n6OPPvqItm3buh9c7datG7/++qt7+/V8bi40c+ZMFEVh0qRJ7nXX+/mZNm0aiqJ4LOHh4e7tV+r81MlA9u233zJp0iRefPFFdu3aRa9evRg6dChJSUm1XbQrLj8/n3bt2jF79uwyt7/11lvMmjWL2bNns23bNsLDwxk4cKB7TMtr3bp163jiiSf4888/WblyJQ6Hg0GDBpGfn+9Ocz2fowYNGvDGG2+wfft2tm/fTv/+/Rk5cqT7YnM9n5vzbdu2jU8++YS2bdt6rJfnB1q1asXp06fdy969e93brtj5EXXQjTfeKP7xj394rGvevLl4/vnna6lEVwdALF682P3Z5XKJ8PBw8cYbb7jXFRUVCX9/f/Hxxx/XQglrX1pamgDEunXrhBDyHJWlXr164rPPPpPnplhubq6IjY0VK1euFH369BFPPvmkEEL+2xFCiKlTp4p27dqVue1Knp86VyOz2Wzs2LGDQYMGeawfNGgQmzZtqqVSXZ0SExNJTU31OFdGo5E+ffpct+cqJycHgMDAQECeo/M5nU6++eYb8vPz6datmzw3xZ544gmGDx/OgAEDPNbL86M6fPgw9evXJyYmhrvuuotjx44BV/b8XHWDBl/M2bNncTqdpWabDgsLKzUr9fWu5HyUda5OnDhRG0WqVUIIJk+eTM+ePWndujUgzxHA3r176datG0VFRfj6+rJ48WJatmzpvthcz+fmm2++YceOHWzfvr3UNvlvB7p06cKXX35Js2bNOHPmDK+99hrdu3dn//79V/T81LlAVuLCKV6EEBed9uV6Jc+Vavz48ezZs4eNGzeW2nY9n6O4uDh2795NdnY2P/zwA2PGjGHdunXu7dfruUlOTubJJ59kxYoVeHl5lZvuej0/AEOHDnW/b9OmDd26daNJkyZ88cUXdO3aFbgy56fONS0GBwej1WpL1b7S0tJKRf7rXUnvIXmuYMKECSxZsoQ1a9Z4TBMkzxEYDAaaNm1K586dmTlzJu3ateO999677s/Njh07SEtLo1OnTuh0OnQ6HevWreP9999Hp9O5z8H1en7KYjKZaNOmDYcPH76i/37qXCAzGAx06tSJlStXeqxfuXIl3bt3r6VSXZ1iYmIIDw/3OFc2m41169ZdN+dKCMH48eNZtGgRq1evJiYmxmO7PEelCSGwWq3X/bm56aab2Lt3L7t373YvnTt35t5772X37t00btz4uj4/ZbFarRw4cICIiIgr+++nWruOXCHffPON0Ov1Yu7cuSI+Pl5MmjRJmEwmcfz48dou2hWXm5srdu3aJXbt2iUAMWvWLLFr1y5x4sQJIYQQb7zxhvD39xeLFi0Se/fuFXfffbeIiIgQFoullkt+ZYwdO1b4+/uLtWvXitOnT7uXgoICd5rr+RxNmTJFrF+/XiQmJoo9e/aIF154QWg0GrFixQohxPV9bspyfq9FIeT5efrpp8XatWvFsWPHxJ9//iluvvlm4efn574WX6nzUycDmRBCfPDBByI6OloYDAbRsWNHd3fq682aNWsEUGoZM2aMEELtAjt16lQRHh4ujEaj6N27t9i7d2/tFvoKKuvcAOL/27tDG4hhKIiCKCUYJO24A5PwNOaqUs8/Zp1OwSetMkNjtFL0gIHnnOvMmze6rmv9R6216r2viFW9e5snvyF7+z7neda+77VtWx3HUWOMuu97ff/XPp5xASBa3B0ZAHwTMgCiCRkA0YQMgGhCBkA0IQMgmpABEE3IAIgmZABEEzIAogkZANGEDIBoH+Ceot16L/G/AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pickle\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 加载lossv和accv\n",
    "with open('loss_acc_data_res2net4att18.pkl', 'rb') as f:\n",
    "    lossv1, accv1 = pickle.load(f)\n",
    "\n",
    "with open('loss_acc_data_res2net.pkl', 'rb') as f:\n",
    "    lossv2, accv2 = pickle.load(f)\n",
    "\n",
    "with open('loss_acc_data_res2net4att50.pkl', 'rb') as f:\n",
    "    lossv3, accv3 = pickle.load(f)\n",
    "\n",
    "with open('loss_acc_data_res2net50.pkl', 'rb') as f:\n",
    "    lossv4, accv4 = pickle.load(f)\n",
    "\n",
    "epochs = 50\n",
    "\n",
    "\n",
    "plt.figure(figsize=(5,3))\n",
    "plt.plot(np.arange(1,epochs+1), accv1)\n",
    "plt.plot(np.arange(1,epochs+1), accv2)\n",
    "plt.plot(np.arange(1,epochs+1), accv3)\n",
    "plt.plot(np.arange(1,epochs+1), accv4)\n",
    "plt.legend(['Res2Net-CA-18','Res2Net-18','Res2Net-CA-50','Res2Net-50'])\n",
    "plt.title('validation accuracy')"
   ]
  }
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